{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2dd8d305",
   "metadata": {},
   "source": [
    "## 用卷积神经网络训练Cifar10\n",
    "For this tutorial, we will use the CIFAR10 dataset. It has the classes: ‘airplane’, ‘automobile’, ‘bird’, ‘cat’, ‘deer’, ‘dog’, ‘frog’, ‘horse’, ‘ship’, ‘truck’. The images in CIFAR-10 are of size 3x32x32, i.e. 3-channel color images of 32x32 pixels in size."
   ]
  },
  {
   "attachments": {
    "cifar10.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "c156b5b8",
   "metadata": {},
   "source": [
    "![cifar10.png](attachment:cifar10.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a24c11f5",
   "metadata": {},
   "source": [
    "## Training an image classifier\n",
    "We will do the following steps in order:\n",
    "- Load and normalize the CIFAR10 training and test datasets using torchvision\n",
    "- Define a Convolutional Neural Network\n",
    "- Define a loss function\n",
    "- Train the network on the training data\n",
    "- Test the network on the test data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "012c73d1",
   "metadata": {},
   "source": [
    "## 1. Load and normalize CIFAR10\n",
    "Using torchvision, it's extremely easy to load CIFAR10."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5a172e1e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using PyTorch version: 1.11.0+cu113  Device: cuda\n"
     ]
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "if torch.cuda.is_available():\n",
    "    device = torch.device('cuda')\n",
    "else:\n",
    "    device = torch.device('cpu')\n",
    "    \n",
    "print('Using PyTorch version:', torch.__version__, ' Device:', device)\n",
    "\n",
    "# 训练超参数\n",
    "BATCH_SIZE = 64\n",
    "LEARNING_RATE = 0.001\n",
    "N_CATEGORIES = 10"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "098bde91",
   "metadata": {},
   "source": [
    "The output of torchvision datasets are PILImage images of range [0, 1]. We transform them to Tensors of normalized range [-1, 1]."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d5d2bc77",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import ssl\n",
    "ssl._create_default_https_context = ssl._create_unverified_context\n",
    "transform = transforms.Compose(\n",
    "    [transforms.ToTensor(),\n",
    "     transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])\n",
    "trainset = torchvision.datasets.CIFAR10(root='./data_cifar', train=True,\n",
    "                                        download=True, transform=transform)\n",
    "trainloader = torch.utils.data.DataLoader(trainset, batch_size=BATCH_SIZE,\n",
    "                                          shuffle=True, num_workers=2)\n",
    "testset = torchvision.datasets.CIFAR10(root='./data_cifar', train=False,\n",
    "                                       download=True, transform=transform)\n",
    "testloader = torch.utils.data.DataLoader(testset, batch_size=BATCH_SIZE,\n",
    "                                         shuffle=False, num_workers=2)\n",
    "classes = ('plane', 'car', 'bird', 'cat',\n",
    "           'deer', 'dog', 'frog', 'horse', 'ship', 'truck')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f48a3130",
   "metadata": {},
   "source": [
    "Let us show some of the training images, for fun."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "cda6c2f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+nWYb/IQsXSJ8zTMXLjEbzbl1esayWJDmC6QMaHYa3Du+TW8jIkgUtqwDplGg2FKwP7rPY4c3eXwS8c3MohotPu3ggpPMopAD22LZaRI5hRCGma0IggCvMFR5RauT0JQBZZUTrbVxwznxIGc4mjJappjHrwAfKj2HwznQStUT+nTE9LW3uPPmG9x77y3OqpLwwgXuT2cMK0drHPPU575AaRxSCW6/9wH/5//9/4Gj8zN6m1v83f/F/5IvfPGLOGfBuTquoCNm84JlZpDWcXw0ZDSao5Tk6t5jbPQ2WGZzwsARh03CMKLdbuP5GmtLbGVRsra6PM8HBKayWKOZTgxbO9uEYUxRFHzly18mCQO8MEJ6Aes7V2lsFajQ0W02EVoBkkDXSl7p2hrA1RaBwCKRdbYFEKp2dQaTJbktyUyOMSUAQtiVdyqRUuEkWFegPU17e4fT3hoqX7KYjTnLlxxsx9xZb7B/NOLuwZKt7Q7dtGI2mWKt48YH17n22GM0Gx2UEZSV+Q9HCRhjqMo6nWWtYz5fUFUWKesbu9KbOMD3PC7ubqOqBeXihKQRoZpdwv4WaI1SkoOjQz64d5eLFy+T/clXkUKiVs5Rr9PmS5//DN/5znd4841jPF9hKktlYOviBa6/+x63jlOk2uSZp3okUYiMAuJeC7wG1pQ4JxFohLMU2Zzlcsnc+Gi/CYR4q51Ma0XixyzzJfM0I9QBu5u7rHX6CFdhiiWn4zN0v4MuCuI1SbGcc3j7HqNBfW1Jq02vv4nQkjhq4hRMFkPWdja5des608ESnGOt3+U//qmfphifc/red7i3nDK/eJWTQHHnxnU8Izn3PWZXnyAPPMpswWg253Q2wymP0NfkaUEhZ8StEFs5ziYToiTi2WeeoXdwxAe3bj+cwHYVjTZVRTqdcXbvPkfvXufWu+9wdPM2rYtbXG1GvNTtEF+8wq1RTmZAN1rcHY64GHqEQcjkdEjD+qw3ekjjcf/OfT71mU+jZB0MFkKi/YiTsyHTk3PyZc5gMKUoDWHgYQvJk489z3g2YjodE0cNkqQJwGIxw1qDVJIgDgj8EKk0xlg8HeJ5CVIleF4TpTystRydH9NsthkeHHPv6Agdv0F77yrbexvsbmxSZBatNBLDxnqPrY0ua/2YZgDSWqRVSKEpqoJ0ZbGlRcHx6Ygvf/1PGc0G9JxFAQ6LrQwSgZQO6RzF5Jzh/i3E1haVTfDiPljH+XjAd966x40P3ufenSOWs5IjN6QqP0BIy8bGNlJ6LJcZcVQinMJT8t9fTODfVaqyZDaZ4hwYV0edpZQoqQkCHykl2vOIfI+trS1e+sLn6AaSyXzIxqUrlMLj9TfeJG72+exLXyDPCq5dewJb1haGEo5Q1WZ6r9PiZ37yJ3nq6aewUuF7El+CsDlXt7e4desWgS1odyr+5i//EnEcYK1DSkCCp32k8HBOgYXAiwjCElNVWAyWBVmxwDmLVIpWq8nhwYTzkzOmheG5J7o89/QLTCZjMJJr154lUuBLj25vi2ZSZ0TuRZLTswPGwxMqBKEf0++XVM5wZfcKSafNzfI9nDMgoMgLxuMpn/r0i/zWW2/x/tE+l9c22KsKkvUdGq0e7TCh7PRIljPGg1M8ZyHNyH2PqdaMhMOLIpKWT3eQEhUlpR/S6XUx4wHjjQ7a0zgcZVWA9Lj91nu8+vu/y/juPdLBiOV8RqPdJtrbZR4H3K8s5vZd/vT1d0AoXvrJL/HewX3acYTqSypTcWl7hyRLIfC5f/N9vvnNb/DEE1epVlmh0hQIJUjLjMpUtLstlvMlvuczm84xlaORtDGmwJqS5XJJkjTx/ZAsW2IBYx2FNQRKPcSVNJtt+ms9mq02QkicAL8RE3SajIcTZqYilI5mELGwkrdvn5BlBq0lYSjRnTb56ZjReMCTlzdoByGuKihIOTi7z8277zKejtk/HJCX8PVvfYPK5Hzm4lV2Ol20NhSloColuBK8ErtccPP6+9w/SymWEctccL7wMGyzmTQ5G99mmoWUNkBmhqqoaPXbZIVlMl1gDAipaitkFbP4QfKxUQLWWMq8wDqHEwKlFe12m8tXr3Lt2mM0m81aEQhLGIZcu/YE3WbMYSNh78rj9PobXHzilEajzXy2YG/3Mv3+Nr/xG79Oli4IlEDLOqounSH2HNvbm1x74nGaSYRvKwKXstEKmZ+fczhe8OLT21ze7jMfnVCthysYksE5vTKBLTiNUj6e8Dk4vMNkck4U+7SaXXBQlQWz6YBOFHBpe5vb0wmb29vs7V1GqwNOD4/Y2L5IHHp42qPV67Nczvh0Z429yxcYDk4YjCYUztII2yShx3g6ZvfiVabLOW9ELdK8QAjB4OyM3/7nv4arKl7YWOeis2zMFqyVJdHeY6jNDaT1qKRgoxVTxA2mWUqeZ8QqYJoXDK3h2GZUp0dsnw1pV4bi4kVclLC+vcPFK1cwQYK1jtF0SRgE3HvrXe595Wu0lSQRArdY4vKCwckJuTGUxtKSPlueJs0LgvmC8uSMrN+ninxE4NF/4hLzw0OydMZkdMirL3+TjfU2xlQoJWm1GlCVtJoNxuWUTruFpzSL2YKizLl/7z6lqzB2yc72JqYSBH5Iq9VmOhszHJ6RyxyQ+FoTRSHz+QIhYHNrnUW6JMp8vMDn3skJwXjKyfmYnd0dnE5I0zliYhFGkxlBoDWRF5JWOUGguHNwTpGmPHN1m7PzO+yf3OK1N1/htTdfARyj8ZIscwzOhjgcT61tILodwvaMMo8xhY8wBS6J6O9eoNe9SKOzS6ftYyrFv/7yHW7cP0PpFlee/gLbmxf44LUvc7J/nTBM+J998UvcvbsPzhL4deAVSrA1EO4HycdGCdQR1jqkqrXm6mNX+amf/mmuPn6NQAFFShSEFEVKGMZsbmzQaLVp9dap8hLhRbzw4ueJgpAP3nqfdDTncDjgnbfeIs8yrCmpRB2TNVXO4f2bnJ5N2Fpr4SlJMa24vLeLZ2ckYUCkBT/60pP8q3/+63RaEZcu/yRgsdbUOwamTr8oVSO1VnHYs7MpWZoR+AMqY9DWMByNmRqBDDzCRgxCcvPGTY6P9jk5O+W9d94kiWOarSbdxZxms42Qit7GZfobF7mQZ6AkvU6fIstJ0wUguBD6vHvzOvt/+gdY61jM55weH/Op5z7D86M527MPEMbgdXoE/TWc8lEOtJNILyDuJJDnmHSBMFCojGWRMS8dWbpgUhkyC95kwuL2eyStHs3dXaZCMJnN+Z0vf43Pv/AsxXiEPDxYTTZBtZhB5HN27yaLzLG5uUYrdPzlZoO1K006NqN58yZicMzyhRdIbYHsN9huPcb1t16nWFbkJ0ecnR5iq7JWplnGYjKhGSUM8wFGQpw0qEpLkMR8cOt9Ts5P2Npus7e7RhDGtNsdjLEUmSHPCnzPJ/A0Sgo8TxNFAWlqSZo93PmwDkI6x9lwTCPOyRZzTJYSNxOOB2eEuk8jSIgCj/V+k3YrITA5EkXcbHEyWDCZvs63v/Pb3Lr/FuPRkPPTU5IoRGlHkZXYMgXnkKIGRZ3NJlRGoHWFkxHbjz/N8z/6YxR4rG9soGTGcFAQ+pDOl7Wpn/nsXrzCs49t8a9/539gMNxnMJ5w7dolvvQjP0a300Q6sE5TVQJr/wPJDgAgBF4Q8OJnX+QX/uovcPnKFRZn97n/1ssM9u/S27nCp37sp3n8yechiDBlRZw0mdoZZ2enjKdjOt0ug/GQW3du8a03XuP+/fsIKZHag1VGX0rJYjZiOT6n5ZWEQYgON9jZ2UTaIXn5HZI4YXR+wje/9go//ws/QVVVqyBObQEIoVaBSrvCHTh6610+3XyBqrIs5ylvfnBI5STv3h/x1XfewzZ94lbCK9/8Jh3/bZRzbF+5ynde+TZCKqIo4vjwkLVeh26/TavXxw8bSBXS7/e4Wb2PF/gIqUE4TFXgKYWvfQCyNOP8+IQn/8bjdAdHuCIlbnXxu2uQW0gXIAXaFgjjsKY2xXEFlTFUVYkxBeQpZjFlbkpGgQ/pjNlyxPRsxCQvWH/qWYpywVtf/TrldIK8e5fq/IxCKzIclCW+CFicHLIY5Nh8yd1OH3f3A/aGMWEYMM0KzGxOfnTAO60G55MRzVaDjV7CjbNj0umMO7dustXp1eabcTTaTS5tbRB4muH5iJt37jGdplgBZVFQmDmf3btE1LCcHR1y/+CAZqOF52mSJHmIOLXWkuc5QgjiOKa0higK0LpOE5osRfge7bjJ6eEZKljS275KL27R67RIooQ48Ok1GqyvddChQvY1wqwzWww4vfwsyzInz95nrZ/j+xVg8X1IYh+TQ+DV2IqD8ynC5mglubDzDBeefobT8ZDFdMbRwQ3yrAIbg53jiYrZZIL2Bb7I2H58iytPfprZ2/DHX3ud567tsb2xhxKa3Z1dpPZIizHLfPoDl93HRgk4QHken/7sZ/ibf+tvce2xaygJ8/23WZ4fkE0HTIOERqtHb2OPrMjIRVqjCptNnHMMRkNu3r7D+dkZ77z9Ft/82pdZTsd4yhFGAXK1X3d7XT79/DUen80oq4IoiOj3rxI1PM5O3yP+na+woRO++qff5LOf+TzNRovFYlnXH0iLs3XAUgLC2Vq1CIgbIXG8yiV3Q6QUWCHQngfapygsPRnwzNXHudDuMx0Oufz0s1y5cAmhNfPZlDgIaPs+YDi6e5tFblhkJTs7u4zPD1FaIv0YoT06rZjRYvQwo1JVJcVsRDI6Q5+ekXghSdKicgI1nSGVRGqFoiAjYNhtUeQzgsEAt1iQFYYMwzBfMh0PWbiKidWoKGJuFR9UBZ5x9KxDOUswPuP2+++wOR2juh1UGKDTHJ3lqGaEdZAt5qQDyRyfxfmAwzt3sb0mVauBOptycv+AxdUrxHFM4HlMHFTWspzOWM5TTMt9iEeQjrX1PspaPKW4e3BAXhYMhiOUkiAcd+4cYkqHJmYyXhD5mjhqMzwbgxCUZYnv+7TbbYqiqLMagUdRZChf17UZomIxm6C8BgJLkc9J5zOmwwRlDfGWJlsuOUuHRLqg3Wk9zMdHSvHs1c+wvbbH4IkDzs5u8P7NV7l15zqIDIQlrwyVrXDOcXY8wVqL7yd02kv++E9+l9Fwwnw8JWj2We9foRVH9JImzz3VYzyZU5SGbBbQb0dklWBr7zmSRDMb3Oef/ne/xWdeeIq//Tf+BnEScTq8x2B8/APX3sdGCUgleea5Z/jr/+nf4MmnnqLVbCKMpZXExJ4mD3xMvsAUGUp7xMJhbbVCZQn8ICCKIoJgQVbkzBdTyvmUUFZ4WqJs8dA3WsymHN6+xXS8BASxdEwPz7n07NP4UZdGp8PEzOh29njyycdIiwl5IZgNUxpbHbSSKOewRYYWIHWA1QbhOZQTYBVa+/Wu4yzdTsLOeofD2YwoCPn0Zz/PdmeTyeCM5vo6zVYP48AWBV/4wo+ilSJLCyazGbPFlNliiR8GLCYD8nxJ5SReENFf63E+OOXm3doUD3yPlnTs/+bvsD03REETXTmqxRJtQUuJMwZnDLOdNcZffInqzge0jm9TTgZMnOZIewyynIZxVJ7ASDBCcGYMeXeN7d3dGtWZZ4zPTxGhTzZfcF86GlrhtxrEjQZGWZZK46IIml3CSHOOY9bscnltDZFNodFErq9RSUUj8PB8DSi8sImbpxyen7OzvoGnFHlVkS+XfOc7r2KWJYEXEoQhnudRmYqidHhaMxqkJP6CTjPEU7XpPzg/Z7lMQdTFV2YVbFRKIZXC5I7KVDVkF0kUa5IoZrksKNIlUvnMJseMRyOSKESLJ3ni8Ss0ooBlusCakn4rIfAUSivCVpuNZods/SKzy8/SauxwdDRlOL6HEIZFVlFWDpygWmqMrSiXluvvXOfWu9fJFznGWHrbT9Ju7HJz/wbD6YjPfekXOR/kmFwynkxxbo6tFkxmsLG1g7N9KjfnbDTh4GCfyWyM8+ZUVf4D197HRgmsr6/x9LPP8MzTz9BttfF9H3C01rZodrrYImVeOorlFERd+Rb4AVVVa1Tf8wiCgDiOabZadLr9OvhTTMHJFSS1zg5UeUE6nnJ495iz8yGbjYjtvQ0uPHUVpzSeEuxs9jFVwf/nH/9jHnvyMdb2tsiyfbaKgFD7COFo9Bs0tQFV4ZxBmxV6zqpVcQlMFhl3756QltTVes6wTOeU3Q3ifo/9g7usZxlRlBAHIa1uD6cFTafY1pdWkDlN5SzSFVRlXfDkhARn+eDdd1iOSoyx9JtNHrv6JH6+5FiD8wNawqI9izYC0iUyKzBlCc82WXvpM4zGA85Oz1ieHnMQt/kfFguyMuPnuk3QJUYojNWcmYy416PX66CkJLUwxaKLGUfTIYdRSFUVhL7GVobh8ZAnH7uECANGRsBkwWGZ87uxx0mvy0/MNWBYrq8xOzykavnIM0c1SSmzgv7GFp3++irm4kjzHF9KBqdnnByc02i0GQ1nWCTakwhbkYQBFy9dYHNtg2JRkpYpx8en5HlJq9MhjEKy5YIiyyiyDK01nu+tKvsqkmYD5Uk2t9botlsUacbh4T7HgyHpPMPRJJv6vP5qwXK6ZG9nm42NNZqxvwL8lEyHA9KsIEtzhvM540VGUfp0W5c5OjyiKDLK3IJ9UAinKEpDVRWY0uJ7CmcEthSUhaM0hrzKMaYiCSOqcsF0MUXguHcvJVA5Z+cVx+eCJCq5uJEwW6b8k3/0j6iqIV4iCMMeivZHrr2PjRLY2trm2hNP0m618H0Pz/MQwPrOFS49/RmOPIU4P2M5H+NcidQeWmu01rUiAIIix/N9ojAijqIauWctSoq6AnCVMDWVZTmZI11Jpx2TJE28MMDz6roF7TKm8xm379xHhzF/8PXX+NOX38DXCqUDmlLSavn84v/8l/i5n/8pojgmwMO3muFoRmHqEt3a9yw4PD5GCGgmHtl0yh//3m/S6azTX98hX875g/u/TZ4VIBQ7u7v4gUcSRfTWN8krg1I+yvMIPZhMxnhBgB9EVEXK+HSALWpNb51jNpsRmBLne0yNpYOiUZS085IkLQmtpVQVMpvinR5TfnCD07MzyrLizSxnvxGjF4ZhVZAoyIRmaCVnmWO9LHC2AunhnKHK5yzGikxYOmvrFGVOr9lgNJ7z2M4eO3s7dCKffm+d0/uHlIf7LNpNvjY8I1MBV32f2XhAmi45HU0RRYHEUbqKMitYzhbYDYvEUZUVzThAS411gusf3KaowDiBcyX9RsTzzz7DX/rZn8YZwXe++QrHp2d1bYUBnKTXbiNdxdHhEY2kSRCGVL6mshWFyWl1u3hhje8YT8YEoiJQBlumZMuUMFJoJckWC46PjlnMFsxmC9JlD5uNOTu4y3AwIMsLSlNQ2Ao/abO+dZELu09wfrrPnRtv1ig+B+Co8hrIJGWAH7XwtCIMEoTwaXV6dHoN9naeIwgbbO9coHr9kNxkuKzAZYZC5iwnGrnMoLFkaBe41JFPjvHVCKclOztNWo2PXnsfGyXQbLbodvsP8f31P0nc6rP79GeRvod/+x2kK8FZtPZWdeq1z1gURR0FdQ5rDePxmCzL8JVES8BanKmjpIEfEPrg7DndfofYb6B8H+0pIu146VNPUagmP//zHf7Fv/o93r9/zmA8JnUQCc1n1jtsioJ7v/X7/M6NWywsBGGL5z//ef7f/+T/x3SW0Q4Vj3/qS3ieZGu9y3qrTdxqMZ4tiT2N1JLY8/GTNnFjSlZNOTjcB1dSpktCLdm+eJH98zHLtAApWe81OTk9ptFosbaxSbfTQpoP88BGCvZtylvXb3DVj7nc36JM2oxVxTEVDWWJA0nTa5Levc/5f/33Wb73AUNrmSnF3WbMpavXsEf7FONTnNCcOskHwxH3xjPCvSlFkaN1RBBFXHv2ObT0KKuc+/tHCKkQSpPlS84HZ2ysdVh/7FKt0D1Zg52SBqYyvDGbkba3KAcDnJAsJ3PyfEkYaq4+fpn+2lodfdeasijJFgtuHQzIFynj0ZS8qLAonKiVeukkz7/4Of7KX/15yqJiMBjx2pvfYTZbEHgB/V6XsixptVocHx8znowJs4AoDAhiH/UIRPnsbESZLenEgmy5QAqIfIWtFgRhSKOhaLU0nU5EEEkclna3izQF3X6fyjgqW1JUOZV1ZFWJFIL17hbepZRO6NFtt+pnVllMaej0Wrzw0o/QaTfpdtaRShKFCVt7l/GUIS8c8/IQE97AiIrFbE6RWTqdCGsqgnKCy5dkLqAM2zR7G0TJJlppwiD6gWvvY6MEgjAkDGszW8o6t+lwCOWR9LfZ8TXNXpcgbNQLvQbLoyRUVVVzAJQF0+mU96+/xztvvs5yPiPAYOpiL4xTOED7Hl4kSVotvCjGOEV/Y4MwDqnKJY89domTmeDGnVMOD0+Ri4wETeZrbFEhs5Rn1td4sreFyALePz0njy137h7w5jvXUTZgESsee77OImxvX+C5S5eI4iaDWUoz8SltxdbORRaLjN3NHZaF4Wh0RgTk8zHFfEoQx1zYjhhPM84GA7QMWV/bRSjF1tYF+usbXNja5sadu2gpkb5H4+pFTo6OePXghNfmI7YaHa4mbS4mLcq4wdhXeEohspL54QmLsuReq8E4zSg313jqymOclxmTxYS5E9yeLTmaTYnazRofL2ul43seFy9eBOcoi5zB2Tmn4wmH9+4ynUyYTWd0m212t7c4Oz3i3dffRWqPz770WW7fusObh/u01ts0arg9YWBI4ohOo8FTVy7gRbouylqxcZg8o1imVIVltkwRUuNWJjVS0u6v8fQLT7G1leHpkB/7iR/l7bde543X32Q8mzIajVhurtNqJ3R7XW7cuMl8akmiiMDXdNbaaKUwxrJ/7xglHUUsQFToICAQkuUiI18OQGQImZGlE9LpkOlZSOQLqjwlzUuKsiLPU7J8yWw2Y7ackeY5nvK5cvEya02PZiOp52RZKwHP8+l1epyeHDE6n1BkORd2LuMFGwiRsSxnnEyOcN4xsrAU0yHppKQaOVjk5FZRaI8w3CMvQuJmA1N55MscXxp876PX3sdGCUhZTzCl9UMuAWMM1lqU0kTNHn6UEAZhXRtfGayto+J5npNmKdPZjDfeeJPf/s3f5vhwH2ssGRJnHNYJ7KpoQ2hJ2GngplNEkOCrgLjZYD6foURJaQxf+fqr/ONf+20W0yXPrW1QiIpvzgbYAjIDJ5OMN7/yKmPnYRzs7e5yaz7nRz/7eSbDJY2wHkNZVhwcHCMWGdvdBq1uAxaSTquDmZ1Sjodoo+kEEY2La1TznPNQ8dgLL9LudRBYyrxkMZ9TljVcN4kTqqrk4qXHKJYLnry8g+d7ICSt/jrrG3scH01ZzOfcXZywrweEgWIraLHdbPFkB7rCYeeWW8WSlxcTAi9GUJfriijiTm44TjMWnuSpF1/guaeeJGm0ieMYu6qdFrYOsHlS8sKzzzC7OGM4GnNwcMjBwT7HZ0f82n/3a5RlSZVVPPbU07RabUxVUlQlQmqq3HE8nhGGIVWR4+uQ6XiOzhVCCtqhv3KlFHv9q9y+fYRDoDyPqjDUgH3F3sXLPPXkBh5fQ7kWly48Q399neliga99Nrc2WV9fo6oq5ss5g9E5PhIPaIQtZqMR1hik51ikS/I0JW+ENNsJfhgSBpo8zbB2QboomM0ztBoQBQLfU2AqyjwlKw1R0qzvk6u4ffsmebEkCEMuXbzG5cuXGR7fJi8KPK+u/rTGYsqCyeic1779MoH2KdKS4c6Spd2g1Y9x1Zw//r0/wIolthCUUwNGMB6nBBoy5dNubdLoNIl8hbSCbJHirAEX/sC197FRAg/YOR4QVWitV0UVYIxDCg/phyA1eVnheYbKVOR5/pAJaDad8vbbb7G/f1BXukmvzulrAU6ibL2IjDXoyKe0jm999Rvsrq/RiB2lKOivdTg6G/HeB7c5GUwJrKXTEaQIuo2YHFh6AW8sSl6fTpgYS08rllrTrTKuPtPjZH5MNXfsWofWkvF4wJtvvEMchTSaMcpWNP2Q0NOEvsQPI4JmAx2FiMLiNVo8fulxWjpE+RoSwUZ/o8ZCDE/ASO7dvMm9mze4decuhycH/MiXdtHORzqFabc5VoJcC6IgIJpltE3OcJFxMjvHLwWlB5Op5WBRkRaKZdfx2Po6zVaL9/OMD0ZjGr0en//Uszz++FWSIATtPUzXOdyKoqsuktFK0Ou26Xbb7O1tsVw+xTJLOTo84caN24xHE0pjaDabVGWJJxQ77TXIMm6e3+ckT3GVI1/CyTQj6TRoNSKSvRbCOZaLOYODEw5PZhgHVVmt5oxACkmn1UKJnNPj99jcfJKtrXWanQ7WOcIgJE4SwigiSxc1d0BR0EwaSBy9foej02OKoqCRNLn2+EXu3N5nkRZIvSKx8WoCkMB3pFlJupQYU1DGOWu9Lulyyf69e+SV4dpTzxE1WkxnY6aLFN9XrK9v0F/r8YUvfA5ln+f6uwcMB7MaHi8ki/mck6MjkijCkwpPS4xOGZ69x70bc2bTM2YnA/xAkwQxSlmWpiDudAjDBu3OGt3eGt1+h3YjQkpFIQVlmf8ZhcQfIyVgraWq6tLYqqpWCkCuSoqhJvdyOGOoygLraj+nKAqyPCfNM87Oz7lz+za4Cq1WnG01RQWVsw8KPNnfP+T0xjt0Gh2urPcJQs2tW3cYzCbM0yXfefkN8szRbTVJR2POy7rwpR22GKmUk+WCZaiRSrMRSHpxROFK0jzjvbfeQjloxiFS1DyI3V6LWwfnLPwYv9Xn7OiI8nxUk4E4gxQCrSSBr2nEEd1uk5sHB3hBQBj6BJ6HMYb5Yk5lDH4QUOQ5XhixLA2j5Rxj64q7sqooIsU08SnxWGrwlGGttCgBeq3DB8rj3vE5fl4yNQ6tPM5NSeEqprMJo+mEzvY6L37mRS5fuojnKZwFtzIBnKufSQ2gepBzoa74A7TStFttGs0GrWaLjY0Nzs8HLJZLvvWNr3L39i2qovZrqSrmywWLrMQLI85mUyLn8JZLojDg4voWceghdczB0T3Op+nKe3cP54WzlsHZKSdHU/TWYxTV48yXhjTNkNSVg+fDAXHgk8Qh/V4P7GW2+z2GpyfkZY7FrSoMNS+9+BymKDg+mTCfpZSlpZnEFHlBM0lQUlPklsV8SiOShEFAM4yQriItDO1WkziKiCKf8LOfJYw8+v0eO1vbTGcTLm+t00wmDAezVboSlosFd27eQjjotjuA5mR0TD4dYhYZkzzFXxEeLvMMU1iCKKG/vk0St4kbTaI4wfN9nAChJL72sc58X56LR+VjowQqU1GWBcYY0jTFGIPv+w/JOpyrKwgRUJYlWVaXBdcknDmT2Yy7+/c5OTzCVAalJFLJmgDC1JH6BwxAaZpzeP+YH3npAtubO7zz5pucnJ+xc+kCf/SnX+PW/WOe+/SLJK02o9GI6+MBpnIUWuOwbCQJW2t9ruh1+nFIL4oIoxDf91G+T7OV0Ao9TrQmz0FpDVoTJSE7e+sEoSSbpkxHMxbzZY1SkwIX+oh2go1C5tahnUH5Hu1unziK6FuLE4Z2u81yuWRza4c0K/jaH/4hUtScfZUpWWu1uXzxIu+98y7z2ZJACvbjiNjK2uddlth5Segqlg6myrG0juPDQ6IgJgoCnvvS59ne2kFJvybIwD5CH1aXDpfFSgmstMADhSBqDPgqFy/pdFokzYgsyzg6OCKKQipreO/wPqURiKRNr+0TxCFh7NNqNtCyhmQrJWruhqSNVQFSljWD0aoASKxqOA4PD7h9Z8QLz/0UzjV4/ZW3OblzH09pSlMxGA2JPU10YZv19S5JrOk0EjY2ukwXS6rBeU3GqhTPP/8kjSjka1/9DrfvHpNmObPpHFzJZLwgjjpcuLDFpctbtBLNk48/ybNPPQm24t7BMaejKbP5gtlsTJmlnJ0cMDg/J/A8LuxEjMdj8rzO6OgVUa7EUmU5lTFIJzAoKiw2lpRVgbUVVmi0qAFfQejTaHVpdnoEfoQKPKSvsAKKsqSyFussRVli+Q/EHah3ukXNdOv5qxLSmpxSSklR1AriwWtFUeKtdsisyMmLgvOzM9IsRSld2w3GUBa1pq0DibVGHI6mfOvVtxlOMq5ducKN6zc4HwwI2mucDKakFt67cZvZMiVzUBUlkRKs95tc3NricrNDp5HQTiLavkdoavfF933wFAQK7UlORc2BMBmNKbMSKsd8MmM2mpLOUvJ0icQiZc1Qo5zBZQuCRsRTTz3B7qWLJI0WvhfgqJjNRgzHQ5wW6CiitBYkZM48QmlVMy0/88w1wlDz9lvvMhyMuVHmBL5PvCzwrSOzgpkRVFKhDIispMozBuen7O7scGH3wop9ecWBs6rrsCu0JM7hbAHU3HmrhA6PckNbZ1YQa/A8jVIRV69dYW9nj7wsyaqyJsM0Fo0kiPyH7MdOSpx1BL5GCElvbYtLjz9BfHJKkWVMJ3PyosZnYC3T6YR3r1/n6aefIE/3+eY3vopbYUhKUzGfzZkGPst+QjmvqKqCTrvJZDqjMBX99TWiKK6j+J02zU89Sytu8vt/9DXu3Dvk/GwIpsJaS+jDlUu7vPS5F9nd2iYKA2aTMV/+4z/mG99+mbPRmPliQZYtqUyB1pJ2u007CXjphUsoWRegCSFIGsmKik3gXB3nmszGNbBJSGbSsSxzrBVEYUiSNEmaDeK4QZS0UF5YK18t0L7EOkNlDcI6LLZGk/4ZDYY+VkpgkS7xPA+VyIfIrgclxcYYsiyjLMs6EJimxHFMFEUs85Q0S5kMRxhbT7qqLPGlJPLqqu2qMlTVA7IqQVY4vv7K6/zBV75OJWv8/+v37mMdJHGDo8Mjqqqk4Qdstda4stFhb7dLMwroKJ9Os0GgahZaJSAIQjytV2W9DqNqo1VJQRwG9Johvi2opkMSSpqxRiYNFIIgDGqW2UZIFMf4YcwT166gw4g0S1nO5xTlkjxPWS4W9eKUmrzImU2nZGXx8D5KVfP7hWHAk09eo9Vqc+vGXU7OB4xmM8pFihWG3BkMGpAIYwhLy8H9+8RxzN7uc/jKr2ms+dANeEAoWosFm2IJEFKtXqlx+TiHkLX79oAizK4ouYSQBKEgDHwS4VYEs/WCkCsFX9OT2zqQKwRVWXJ2eMTWhR16az1mwwnnZ0NmsznGlJT5EjDcuXODf/4vfo3J+QSsYLyYIT2NLxV+ENDutKlMzngyJY6bjCYz7ty7R1Zm7G5sPRyblpokkLzwzBMEfsg3Xn2dd995j9PTAWVWcHR0n+xrM+7fu0272UQryXw+5b333mMymSKUQAea7e0uG5trXNjbYXOtz+7WBv1mA09L5AqzYhWEsQ+2jm1oFJWxOGMRTlKUJZ4foXVIu9Oh1+8RNWK08mq3SNSWZuBLlKvIFoY8zdHKX60R/8/SAR8fJfCheVeb+A+ILJVSD/+WQmKcZbZccHRwQOiHbO/uYCXkRUFZ5CjhMJVDSo30Jb6WaKCQgmzlEARewObGNkm65Hw6Ym4yqrKqSTKNQ+UlvcDHT0Iube9ysd1nuxXTaXtIX6AAX4L/gCcvCiDwEL6PKktcWSK0BitQSrOzu0UYNymyjDCKaCQhka8Jw4AqL5Gehw4iCgFCeZR5yXg0RPoBs8UCU5V17EApsBbh6iKoUGtK38OJBwzztdTxFB+tLRcu7LC5scZynnN6esrJ6Qnn4yF5XqJlQBDUvHutOCGJY65eu0qr0ahNUmdWx/7wGdULtqZ8DzTM06ymspISUHXmwLm62EquqC5Xu5pEYqzFCYkTrmZfEisrDXDGYi31OVeYD7EiLTm8d5ddT2PKDKUNfqCITEhZKgJPkYSabLFgeH7G/v1DlmnJ8dkIP/RoNBt4AjxfI5VAaclgcMZ4qsmqitIa8rKoeyRAjf7UEuV5PPvUNdbWejz/xFX29w/Z3z/k9u1bzKZjbn4wRiuF70sajZjHr+3S7TxL0oxotCLW19fY2OjTbDQJgxAlZW1NmAf2ksNhUJ5P6CVEYYLQHsY47ENKYgFCE8UJ/X6fpNEAKWqYs625Lj3fI/A0pqwYD+ekaYGSOXm+pCg1ed6E5ke7BB8bJQACrRXeCv4bRRG+7z+s+nLOYVW9YxdlwenZGcJBFEdE7SZKSXzfJ/YDMsq6KcUq0OiJVVhx9ZCVlARKUgU+jTAkQSONQ1mIfZ+tbq+O2gtHp9mkEzZoB5rA13hJDRGV0mFxeFohhK6bPThBZms6NGdqLS2VIml1ENJnOZvihTH9bpMoDgjiDlVeYIBlWZKlORKHKQvSxYJI1cQQSIXnhQ+DpXEUov0ILesxPUiVwiPkn0ikUChh8H1Ns9Fgba3D1SeuUCyXFEWJ0jVeP/A0Wvp4XogfaJy1D5uF2BXBCzwgrqxdBCEVnc4araRgsiyxsqbsepDeraqK5XLJo8pJrcg8rKvZAx+1AET9gXrnd2bVjKSOAwnAlCnHB/tcuLCJ04azsyPmsxwhFYES9Jp9qrygKAo2dje4t3/MIl9iS0EY+hRlwf2D+1y6tEHSiFjO55iyAOFY39jg8sXLxHGMc440naOUwPdClAzYXe+wu9bBvvg8i+WSe/sHDIdDnHP1XA01rVaDXrdHHEdorVDSIWUd06j1Wc0RWVXlCnA1BCFot7p4uoHvJWjtY+vZxYonBj/w8QOfKI5J4hghJIYaBSuEQCuN72ukACcFzU5E0grBSZyNUMrUMakftPJ+GA1J/11lZ2fH/cqv/EoN811NiO8X0XxwrW7lmzrqHUk85AmoHtJg17PnwdjEgwPU0VNX52brj333+B+cWzzygnhQeiQeORYPvGXx6EvfJfZBFNutzrK6fvHAef+eLz76LMT3ef/Ri3xwhQ8sJqnU6rXvGfNHJYgc33P4P4N+5vtdxoPh/ZsHe3ht33vdf2a+6ruPUHM3OIcxdUrwAfTbGot75PaLR+eNeDBHandDrC60tmBq68PZB67hKqApH3Sgoq5IfOSiv3cqftj/4rvf/7Oi8I+KMfXG9rDD1kd89+FMfOSZf58P8XAw3+/tFbvQr/7qr77inHvpe9//2FgCflUQlXNkGLEUHsPpkkYzotWMCUMfZxyL2ZL5IsU4gZQKL/AIIh+HxYgKT4Bw6uFuBazISmvkmZSS5dzhRwlxb43VB77rOr7vbf6uz7jve7Pd9/wEmB3eB2kQ4coCEbJm5F1NRvHh863ReA9z8PWrD3TFQ/SkgIcE0u7BpdUrYTIsQOYE7bMV4aVcnWN1ELfqAWBXx1wtJik1SvoU1XJ1ztqXt6vPfzgqu2J4hHyyQZZa7h/cq8+zIskMfI9mkrDWb+N5gvFwwvpan3anhTUwm42xaN65fgMdBJTGsMxSrLEo7eP5Yc2o7CxSeSgvZC32iTzNpQsbtTmNqBGlK1Tph/rdURYFs9mMIs8JoxDtedjKkKUpi+WSxWKJkHW85FHiPWsdrrKgQpRS9Lz8YecgF7YxYZt0mSOEIwi9OtBcuYeWjBCyvp/CsZhMmJ6d0Gp6WOmTF6vjr3oymNXmE4QenqfobAOiThNLIgKvSRJ10DKsFRhitXdY8mKOcQsG8xPOJgPm45Jm3KCdRFhTUBbQSFoIoWgkNROXtRXTaUaefnc7v0flY6MEmuWcx7JD/MY658kW779/yHwk2X7+cT77zFVsVXLv5j7vnh1ycr4kiDtoT9Hrd4m6IUETdGgRrgQjcU6ipFxViNkVAENz70ZJ3F9n76Uf/a5A18Pd/8H29ojUn3mw8z7aauTDRfvAOgEeUnBf/81/jvAqwr265NlTEAhQSLQUdZ+7lZZ+gIkQK45a6xxKCTypaldGOipjMYXGuZIwDkHUPqVE8ta3Rgh/Tu+Jl7HGoYWH5wW1CS4cGIspDKZa4RI8DyEF2gtp+D2G84Oa00H6OGsxpsRZi6sADE4YKgxIwdnbP8nsrORf/9HvorQmDCOiMGSr3+exi7tcWJM8eXWP23bEtYsdPvXZ5zEE3PjgbWZpyTdeOcWWMTfv3mX/8IBsviBotGn2tvGCmKLK8aI2UWuDH7+6RScJ+fynr6GUosgLtNbESaNG3D1gO8aRLhYcHR6RpimtdgspBZPRiJPjJcvxiNHJIY1mQjvuI6UmDEIQMJ3MWKYpOtpA6ZBnOxme5+GcIF3rUW6/yMH9cxAFm9tdnBFkqaEqDUqr+rlpkNLxna98hbODe2w+uUElG0xSSVXZugWbMeRZiTGG9c02fiDZeHIBao41Fa7osdXf5dreZ1hrXUUaiTELKlOiZMTh4ZsMs7d59c4BdwfvcHpW8ezVZ2gnMa4Ys1jkBGKTTqfHxQub+J5kMDlhmZXk6Uc3IP/YKIFhWuAmBU/stFlf36Tdus9bb79HNV/SDwKuXFnjym6XfDHj9v4xaWloRAkHszkcaTavbtHbCVB61a7MuNodcHWdebSq7xcrjnih6u42EvFdZtyHv39/2+qByfiozeBWvIiPounco9ZDbadS2JJS1DTVvtSESHypVu6MXdFAqYf4fBA1rNSBdIrJsOTw1jmKOc985jFUoKj4bpfmwe6x8qxWpxcYWysMJ0qsqBtrCh1gRIWVFu37lFWKoaJyFZYCqQS2st91KxxmZUKvhmUdcVjTvz9x9RJf/NyLbPYS4kDx+NXHaCQtCiPpbe3wuK+ZjCb80i/9Mr/+27/H2dEp2XiGtXWEvyoW9TlNQZ5LRBpizTrWOZbLJVVVMRqNCcOAdqsNiIe9AoQQlEX5MGMkJMzncybTCYtsSVFVWOtIkoRut0uz2abX7wNw7949DvYPHjo1nifQXh3MzMsM4SygKHMwFbUPXj1izWkBwjI/P+eDd94mMAWzyQIrDWUeInTwcMN5EOiuDUpBnocIVTKdLxmMb5ObEFcFsOsBHkeDNynKBbubz3A2u8mdwSvcO7/FZJzzqSe+yJc++yUUGYv5Ga8evcZyVvHUtR1wFaeDuxyc3GA+20Cz/ZFr72OjBI5nGa+/d8QHw4pPfd5nrRkzm804cIY7t26zt+6xsdbk+ScvcHI+5Y337zObpmRlRV4YSmewcp31rQAlaiqwGmgkV5gBu9o1YJW7A76/EhDi0Xlf88gbU1EUJWGYfNfnH6S43MqAqCPMD9j2apacWV7W6R8FnhJ4YtXqdrWTs+rTZ109qdyq6emDWEcNiCmQQnJ8/5iGZ5gNFjTXO1TKrbrNrK6fVScbrVZxNlEX2rhaKUpFrRyVQXq1j12aAqVjDDUvgZOWylUoarIX94A6yQkensyBJzVhGBKFEb3+Gk5K8qIiaXTqrIwqODo5obu9waYK6XR30F6X8z/6Dh+8/R7zwYQqzxGJxMqKslggdN2WzNocUy4fWl513EPS6XbQSvHe9fd488032dvb4+mnn6HdamOtJcuyOoZgK6bTKWmWYVYbQqOVsLG1wcbmJiCI4wjP8+l0OgyHQzJTxwu0J2srDFtTeqVLsrxAOI/lIieKIzxfUrkCs8JnZMMR7339m0wPj+i0BMPzEc75TExA3FmruSRWrkwd+6pBbK+/moIoGI8rchNxdj/jOrd5b0NTas3N/VcwdsF67xRnThjlYw6GhmKScOnJqzx79dN0uwnD4SFvffse1y49zedf/BmW2Zg//MpbSJ3jBxKbfvTa+9goAeX5BI0Oi9xgy5Iru9tsdJu4ssTTgipbUuSKuNEE5TgfTBjPc7zQJw5CpucT8ByN5m5N8bVKLQkpSKuKwkq0lOBWffJWzMMf+tYfugXfG+uTQnJ6/4DB4JxnX/zC9+RdHw0O1mlM6xy1wVAv4kpYNKsAowPPOnyxorKQ9cJSaHzlYZzFCIemDoZZKaibVBnCWKN9GJ7NuPH2Pv2rkng7BL1q5+0EoOtWVtqrUX7CABK1GrAT9bU5bdC6jtiLokRXDYQwZGKJEAa3GodWtWKyTkClsCv2WufqIq5+v0dnbZ3dvStcubjHdJHy1jvvc3F3m9BT5HkBVYVZTjEqYLEwnBwPOTk8IZ2neIHCqdqkroocJwRe4CNVuFIAtT+9WCxWO76kpK4nOTk+Z3A2ZjgY0263WVtbQyrJbDaj02k/7GKV5zlCSj716RfY2dllPp8zGg2ZTqeEYcT5+XlNDy8l9cYuV81DDMpvMh4tyLOSdq/HdD4hin3CuEVRGZypOL57hxsvv8x4/4DY80nTJUs/wFMWWS7IJxapE7ywgZUGoT8M/JpigzDwuLDVptVeI44SoiAiDGJM5UgabeaLAelyzHIGZuwTjxs0ywEH79/m9MkTOo3H8XXEzk6fTivBVZZ+e5uLe8/y5gf36iKiHyAfGyXQbCREe9u0ogApKpSreOHxK9y+eYMqXTA6H4Iy6Lji8Og+i+WU+awkFk2219axxjI9n3J8EHPl6lrduEI6nDVU1mJshZM1fdVqn0Wu3AF4xHR+aAVI6pZS4KqS9779DdrbdRmvq+xqx17x34mHmuSh8vjQNQArBBKJdgFNr8lus4eYpdw/uEPQiJFeQKkEwnPgLM5UFEog4xoNZmyd5rl9c8jZyZh+7OMq+OCd+7Sna2xfba/OJRAiwJMRvvQwoqAgB2dWAUSzinvIVW7e4osQJTeYTnyM81ANQ0WFEBohHEp6aFe7E7m1CFt335GyTslW1tDt9vC8oL5vUrNc5ty9s08j8rly9RKh5zMbnyHDDloF/OIv/jKzNOe//cf/EEOOqyCf5lhtUCvqr1AlqIdKwJHn+cOuVDXwyzCb5ezfv81wNCFOQoyxdLodut0u0+kMKSVplrJYzLh06TK7u3u1dXlwwGKxYDFfoD294hp06LjuhalEraydgFInzMc5eZbh6R7OwPnJMReuNgg9j+PDfV7+oz9icPc2kR9gsZQlLDJLp6VoB5Iszzg6GNLsbuF341o5rdJ7v/Qzv4hWHp4K62IlXdYdi6xF5AXSrmNNkywfUJWObJ5x/4ZmMfaIOxexTnH/4Ajj5mRVxtHgkK986yt86jOford+mfB+m+XI/MCF/rFRAr1Og24nIPYgiRVZMWOrHzM+kUxGJ5wkjmVVoPwJkSv44tMXeev9A26dDBk3IuI4YDlzvPvGgm47YW09IvAFRQmehKIoKWwFBLU38D2pyEdNfPkg7SPqrrHZcMD5/i0e+8znHwJh6u98GGx5NJxYGwEfahWhPHwRsRtvcmntEptJj8PTt5B3p8Q9id/watSizFDWYNMUg8UkIYtGQOorpmdzXv7qbcw8R1dzpIRSRFx/5TqF2SQ2XZQQIDRCKJT0kVqD01hRYG1Zg6hWgUljSkyV4fMEZFdZjuaMpymtXQ8aAmSNYPO8gFBqcltSiQLKOhWptWJze4t2d4OLFy6wudajykqKokKjmGYZGMdkOqY9i0kriQw9knbC7qXLvPj5z/Mvf/NfME5LhK8psxwnLUGoEcphiiXooCaDcY48z7C27hA0HI44ODxgsVwwmozwQ4kY1vX+1li6vS6NRkSzldDptFhfXyOOY5RWNJpNyrKsa06qsi4esrbO6a9MPClrlKQVAqd9pK7dKyclftTk5HDERpojqoL3X/42ZjikHYWUVYmgxg6UVbk6lsJUGYock4+plhrheXU3YyHodRKEcQhbUbm6fXxlDNNFyWxhmU2n5MsZRZ4SaslmI6QsQkq5R+UivvHNl3n3g7cIG4LR4IisyJinJc+/+Q2q3BJGZ8TiUk2s8xHysVECgZa0tMBzGZu9HnFnl+jghDwdoVyBQbBclKi8QlQ5a82Qn/j8NUZ/9CZ37t5lbbODHzUoM8X9O6e02ntEGpSs+wRWpsZUr/ZLHrRk+DfjAQ/8eYcQDk9U3L/5NkJJNra2AINUq23i4Sc/zJQ/iDuIR00L4eHrBD0v0WpJbiJu3blNw1M0nEEuF2jPRyiHtDURiVaKxbzk+OYpr+4fc3A8o3QBgS/wWxoVQ7sfs2EiWus9zOED/JnB2AojDJ4M0AQYl1L5FdYHV+ZIq1AoRL5ONm2SzWfMFhOUpxEyqEdixSoNJ1Fao63DEwVS64dIwKTRZO/CZaQM8LSPU45FntZ9/1xFoBXzRcYiK/GVxVERtBV+mNDqrBE1GpxPT5FKoMMA4WtohMRJA5FCsCpTLsuS99//gDAMUKqmk1O+x+7li9zdP+bkdIQxllYzQSmJpz3Oh1PWNtbY3tlBScXZ+SlCCpJGg42tTY6OjjDO1IAqLR/CnRGgVB3+rIQEP0QoR6sRYk1BHAQIo3j3le8wOrzD4N4tIgUyCMkyyPIciyAIAvIsIwya9Po9Os2EojQcDM5wTtBqBdBurtKuFlNVnJ8d8fq7b9De2UUnW9wbhXxwa4rGYrKKC52AKGoim5sssxPMJKMyJXEUUpQTkjBhPl1QLivG5xNacYdGsEMge9gPkeX/hnxslIASgkhLYj9AS4f2PdY21jnYvweVotnq4KmA2WxMo9VkY7NHp9vhU2dz/uib7zAcjekpxdraLvPpgizNUZ5ASQ8layRiVbqVClg5BQIelMCJVUGHeJifrxe6zObceOtVejtXaCQxiLrVdL3iV1YE4mGFIkIgnXtoCCghkVqAM8iiIhsPePf9D7h/cI/ndjr4Yc2b4PkCzwvq0lLrEwYxoXQ8hWI2K1mMBYuqRCSWp774PNvX9hBKYJxDScnweARYjMgpEHh4SKfRaKTThL4gSTZYzBeYrERmTex0l8PTktOzE9K84OnnrpJ0DLPypCYmdTV6r3SruILy0Np7mNIMogZSK+7vH1OVlk4robKGMi9IQk0QRSgVIHVAagw3rl/nMaPZ3A3Z2rvAE08/x/37tzHTAhWGaKUJCGglHXJKVKHrzIYxHJ0co1TN5uv7Pk4q5rM5xYqjr9NtEscBURJRmpI8S2m32/TX1jk4OEIVkqSRE0YRW5s73L97yNnxkKQR02g1iOJGreAAKeo24kJI0AqUYbh/l/h4jvMk9nTA7Vv3GA8HhJ6P0ooyK3CVpREnzIscJRX9XpOT01OEEOxudgg8iR7UPJi+V7tkx4MJrqwwRcH9W3d49dXv8FwQs9u9wny+JF/mRM0E5Rl2L19gUZ3zJ9/6E5I45G/8zC8yHAwJTqEwDXzAEz5ngwV7axfY274AomIxt2R8dFzgz6UEhBB3gBlggMo595IQogf8M+AycAf4m8650Z91LE9JGqEk8C3aVzhn6PX7XLlyleHxAUEQoqSPdYoLV66xvtHGl4pPPXONvLS8f2efMivxnMEWGfP5Aj+JWZVgr1Bej+T1H8kESlm3in6oAITASUE+WTC8/jL79/b5wl/7aYTSgFuRRIIVq8YjrrYsHuKIvic7KBXkecbSwL3BmK++8gYym3OxrdFaEvlBHbQU9a4rhEZ6IXgl7VbMhZ0N7kwy8tmIa5++xvaVLfyg7mArH2Q8HvzvwGCwwlEJhzEFylYoH/yuR6XazMYFy/sdRmcZZ4Mlx+cDlLQ89WyI762hzI0a3OIExloqZ1BCEMoAqSKEkCgtabTaSKXo9npMpkvKvEDZAuUgThLidgs/TtB+hPJj4jDBVI7hYEwYJPzsz/5HvPnytzk93Ef5Ag+FKgVepTA4/CBa1SSI1X0BYy3T+ZzDgxP2D44JfEluLWVpyEvDcjBFC0mr2eTixT3iOGE6mzMaTmsqt71tPD9kuljSXdtge3eHq1evsLOzx2tvfMBsNPgwt1NalCmRfoSqlsRyQmQsOx1D44ke5+eS2bREOEEUtTk+H5EWJY1miELQbcccHuUUViI8hXQKYR1rjZA4qCtgv/bNN2mEMa6qiKTmR77wJdobWzSUpGmmXGwYLu818XWTblvz5rff5bVvfZPdnW1a/4nP8Kzkxnu3aLYDQmEYn4yZjkuW45yiUdJf3yJfjoH5R669/yksgZ90zp0/8vffA/7AOfdfCiH+3urv/92fdRAhHFoacBWVqVC2RLuStfU+oZbMZxnz+ZIgaGIrjxvXT+l3OrSTLk9fvUy3u8aN/WOGowHNdsJ0PKfVj8ltCU5hKkn1wCRa5e0FoCVIVWcLnF2Z9gJE6Xj3a/+Kk+svMy0cG3t7OCVQ9pEVLlcKBVfHBh9GFcXD0zjq/giFtbx7/xA7WLI/OKfvK45G5yyyBZ24Qb/bI4hra0ArhaHuWqP8ED8sSaspl57Z4eozl7HCUBZZbUpKsWqVXZ/RWoeR5UMXpRIZxhmUjUnzU5ajhNGdDid3Mg4OBsyzHD+O2b24S7PbR6oxYRRRlAuc9eoxCoGVFYGqzXFEjYIrqrpM2/c9tNCUad0XotVoEiYN8EOc9rFS02y2ePKJHlI3mM5z5vOM5597ib/04z/Nb/z3/xQ/8vCjAD8J0ZGPj0JZ7xG36kF20jAcjrh1e5+qsijtEUSS2WLBPFuC8HC2orfeIQgCiiIlikJmes761jrN7hrd7gZ/5Rf/Gu1Om1arSxI38IOA928cMRsNkHKF2axKxOKcbngB3Q64GLeZWkW/ockXY5Qo8dUSZxVRnCB9wflkRK8X4WkP5RnW1zpY5+MpTZYuCXxFGKiHU2U2t6x1e8RhQDdWJLFF+ZogjOm/+FQNYpIgnGGxTOnoJj//Y79Ao9lgMj6n3+tw9crjDIenHB/eIltmbK3tcvXi4zSjmCRsMpKzH7j2fhjuwF8DfmL1+z8E/ph/GyWARYq6NtxVFlNklAK0FjTaLXCKsjSMhmeMFgVvXL+FkwqkZHp+zu7ONrsbXT5IZ8zGUwZHMetbG1i/qrsEOYUxanWuGqKrhOD6668ymQzprffodno0m0183+f9115j/80v8/4Ht1G9pwkazQchgDpFVh9oFSiEGqtbuxDOioepRilAKYELfM4WU4rJgiwvqVaBt8paTsZD5nlKt9um1ezg+0FtZkqNEYrKlzz7xRe48PwlVKiwVV1dYpylMPU9Y3UJzlFnQsoS53wsFRUGOatI7/cY3vGYDyuOh0POJiPSLGW3HbB3ZYek3aaz6Tgd+yByBD5GOKwwWFlikfiiQlBXei7mKXZN4AchWbnEmAJPC6JmEyc9kAHLQpAaaIi6eu9Bz4hsOkd6Hn/1P/6bvPbWq5wNDwgTj6TXoLXRxaUSt3APwTWj0ZhqNc6zsxFFWdUtxCpD0oy5fHWP4WiGQ1AUJaPxjA9u3Ocv/eSP0VnfYH19h729ywS+z3B0gtaOxXzMYjF5mPKczyb1/JCrzIlnKU9u0F9XbKw7ntntcVB1mQ6GRGHO9uYaa13L+fmY6SLDDwSdTsDuVhvPk8wXGd1mSDozaCNpJBHODZGqxrHgHOnomLcGBzhr0dbQb3is97ssC8vOhQv0d3apPMV0dM7x3RM6rS6d55/BmIyb987Z2tpB+T5nwzGZ1eRVyWYDbty+TRzA5apNUXiA4qPkz6sEHPB7os4//X3n3D8ANp1zR6v3j4HN7/dFIcSvAL8C0G63saakyBZEQYDJCxbzI6I4wGt2ME7jB4qk4RNFChEmbF3Y4ltvvMdwOMFmS4R0XPIllzY3uXP3kMnZjCK1RFFAZaqa+OJhAc+q3FbAK9/4Kn/4W7+JNIZ+v0uv36PVSOj4Ocrl3Lp5zgu7DTzpoZz4MHawUghO1BPoQZpQCEcdzpIP75AwNX7A0z6zxQipFYWSCO3RbnW5dXzO4XTITpmTzJZ0Ox121jcxaUmmPYKdDo+vN3GeqYN1cgUFFoKYGnQyEIvauhGrAGFlULbCqRpTKIoOdtgh9BxjcUppC7ob6+w2m+xd2qK7tUHQ8PB0ia89SAKkF1DkGcu8ojIWLUoUKY6a/LWRNFkuUk7sGYlfR8HjRhPheVihcTJkMMkIhzlhmCOlxWDwgwatVsJsmbG2dZGf/at/nd/+rX+GUQZXWmxp8VSIDnWNu7AVs/mCIAjwPJ90meF5CqUFzVYbpSTtTouLl3ZJGk2stbz19nWiVpNLV6+RJA3W17eIoiaL2ZTXXv06Z6eHlMWqB6MxBEHAYvHoMzRoBc1sSpDe5sKlNnE0Z3hW8J0b51DmBLKoq/lWwT1nJZKEo+Mpzzy5SyMISKzkaDFmNpywdqHD+kaH3b0NpkJTWYj0hCzLEAgCL+QLn36a3fWE8XTCe4fHnLw7AiGw2ZzECeKwQZQE2BJG0ynp5BxMjtaC3b1dik6MdY7pYs58VnDpUpNGEpPmH92F6M+rBL7knDsQQmwAvy+EeO/RN51zbqUg/g1ZKYx/AHUVYV4UTKspVRlQ2Do3n88UYWHIhaYRN4iTgP5Gj9F4zLXtLvnyCvv75xwcHxK3mqz3uzirOA0ixtMlo8GUMGlRVgVIhVIf8i4LUUeC/+ov/yd02h2+/Du/w70b73Lz7YzIkzx9bZPJvOJ8mK6i5BaFRGFxD0A3tUqolcEjdUWublII1LXyhXUoHN2ki0lSbDdiY3eDozv3QIbcHEwYjsecTmf4QrO21iZo9jClZeYVmPUepUsxec1gpIRAS4mWaoV6WI0JEErWFFMGMAVSOALZQNh18DwmowHLStLZWGf30lOsb27hheAlGqVTPGMIbcIymFLJOcKtAoSVpRAFwtVKr8YJhAjq2vbZbI7nKjzfo7Kg/RAnfBZZzt2DEXHcJPArisrS7tYlzCovWeYVn/+Rn2I2H/LtV7+GqCTlOKuzBSrEreIBu3s7RFFEUZTcunUPHDULdRTS7bZpNGM8z0MKQdxI+NznX+KZZ55GCEEQhEihHkw80jTl9OSc0XCEUNBsNes4kNM1aaoQSAdCSjqBJFRLmkGMFBX+YsJsuGCwsOTTA7b6TYJA4WmfYlFysH9IUaSQp1zcXCf2QuIoYJllOGvor/XxlMQWFUgfUaTIKsdag4xmrPWmrLfGNIMFd8aa/cMFi/GUjgf9VkBkoO3alFaySCdk+RhfOLrtmCTUFC5E+yGVTHjvnbcJgh5B0uVseMRHyZ9LCTjnDlY/T4UQvw58HjgRQmw7546EENvA6b/NscrKsDAZi+UMJxWKulLLLwxBs0UjqlFUrV6b0hTYcsozlzbY6/d5zXc0Ggndfp/lLMULI7LJnNOjY5pdjY59tPQeAoPggckn2Njb4xf/1t/hxS/+KN/+oz/ky7/7+8wnRxwPl8znJVlR8Nor3+blr/0JP/5TP4fQmgdgXrvyD+rswIeQZCs+xPNbUUN0ikUFmSHpRiSXN4k6Le69f4/FYIDe6RC2IoZpgS0zzoZD1k9HVBK87S6RUlRlAVJgixJE3b5dy5pG6iFKQYhaCXiGSizQRUTgOnjVLkGwi9oQLEVFe28dqUKCeA1cgZUVaTEnqxYMz6eMsgEjztF+RIM2WiiEKDHkFC5/ODa5gmRrUfPgeZ4ENA4fP2yClCStmBv3jzg4OMIPKh679gRJew0/EHiBpkwLnFGsb19C+d9BGAWVJvAjwqhdU8WJiiDwMcYwHI5ZzDPK0ta0ZFoTRjUtuakMy2VKEHpcvXqJ9c1eXc9vS7I8xfdDrHOMRmNu3LkLTrC9vQ7AcrnEmLpzsSdk3U4OQRAJ/JaAxCGcJCsNjW6A2uhy8+1z0qrEYRiOlrSSBjvbHSJ/m16zyeD8HFMWOOfRW1+jKDLm2Yy1uI8gQAjJ7tYV0mWKVBLfcywmknFVkZeWMst5+Ztf596tOzx/9SJXvvQixXLC4WBMmVZk5Qyv4bO+1iFp+mgEeZoggoRX377FN771MjubXZ771Kd/4Nr7H60EhBAJIJ1zs9XvPwv8H4F/CfznwH+5+vkb/zbHq8qKZZoRRxrtaZbpgmyW4RUFQVkwX87orK3RbndY6yaUyxlVaWhvNdnb/RLv377F9fev0+7uov0IYx3Hx+dsXlijm9RFJs48APl8iAlwFrTncfnxJ7n21PP8pZ/7K7z+p7/Hr//Tf4Is5oRRwP333+fv/1//L5gs5cd/4T8i9OMVK853k3k8CASKVeARqOsJjGB2PEUvUpK9FnKrw/w8ZbQ0dPeaPPalZ9E6XGkPw+nNQw6Ohmw+cQm93cFJiy+8usW6qNN2YFcFKbJu0PHgOpRGhgqnHK6ImU0Ui+Y5OhiQ5ilFZGi3Wwi3DtZjOZ/hshmtbkZeDVkUGUN7DKJEFVEdPNUKXwQIKh7UMTtnKfIMEQQs5xnWFCRRG+sUQZTU6Tal8AJJ3Ij5rV//NQaTG1x78hl+6id+mc+99CWMlXzla19FKc352T1MWhCETaSseQX9IERIhzE5o+EYpT3Gkznz5YKyLGm2k9rdq2qS2iAIiIOIIAgIghDf81cpTY1SmrIsODs/4vb9O4RxQL+/hnA1bV0QBB8qt1VxmRAVWoLnh1Ta43zpMSChd8mDMMAUF1mc7HM2GmOswtoF7SRYtdGr2Nntc3x0wnRe0m112T+5SyfxMOUSoZoIAVEjwQsDiqKgE/eZTBQuazCYCO7ceo/9m+8zT5fcuJczLZ7H+YrpYkaZVRgnSYykJcAVM6bzlPl0hky6HJ+eEDejOnAahMDiI9fen8cS2AR+fRW91cD/1zn3O0KIbwO/JoT4u8Bd4G/+2xxMKEXS7tDrNsitYZ7XkNe8ssyWGVVRMJKCx+KYUEK33ybPzplPzgjjFhc210BIqhXKLQobTEZTjo6GhK0YExgiz1+drC7keIDwkatCnVJYdi9vsf9myHgwxCrFj//8X+G1l19lcHrKf/3//K8Yz6b8wi/9dVrdNWregocg41VJcX0K+VAJOMwsZXYwoBPF0A1xErJRRlFa/I0WNnAYWaGlQktJd6PLvdunrGmB8x1G2DoIygrfXs/QOki5Kj56EIWMOxHRVkA2SVmcjxiObmCXFeGmxhYO36zRa0RYOWZ0lEJZEfUqwk6OcVMmckimhoiJJXMz5vqUMGziB00CklUxTo3hD0Mf5yx5ltUdef0YJz3iJKlrGTyP0lri0MfYMVEn5+bRqxz9xoCT8yGPXXme0bDmTzy4e6O2cnyH8jTK9/ACHyELXOWYzRcroFCJ0pI0N6RZxng6pa+7hKH/kFDG2rrp6+npEY2kzebGHkWZMZmcs39wG9+X9PvduvdkaQiikCAIyPIVhmRVQ+CcoDIB02WbwzsR94YwW/g430NV0OysMTs5x5KjfMHuhT7WOvKqIAwE0hV84Uc/zSKT3LhzXHNJBgqTZYikJkspigFKaW598CaPXb1MI1xjkFoOhufs37vLbr9DpwhrKyIt8VRE5iyj+YRGs8+ysrzyxlucnR1SpIbRfMGycoRhwhc//TwXd3dpNpqcnA0+cu39j1YCzrlbwKe+z+sD4C//ux6vMIaFNOiyjkI7EVEqw1yA0yGFUJzNC9RkydVej6gTsSkDwvMxR8cD8sqRhAHn4wWmLAjDmPFywf69E5r9iLX1LoGqh/shUrAmA6170kOWznjtm7/N+298G1sUXHruef7z/+J/zefffos3vv4N3nr9df7lP/unRFHML/71v4X2fB6kAy18uCPXvNv1/QBMXmKygujCBl4YYLKScjan02nQWeuhzIq2y7m6V4InqWRNJuFMiVHU3XGErMk6JUgtqWxVYwJWlYzaF8SbJcRzIs9hFnPC2ZTFcYklQDYjtCgp7RIvzlnb7FDOJVYtEKpibGYsxZzpYoapCoTSCF8T6ZI1HRDqHXJZARJjKkbjIZ7W2NLQanTw/BgVJISNBKRABz6UOc5Y5pMlZVjhEskwP+IPv/rfc3T/LnmqmUyGjCeH+EGNvcexSqvUi9ECxgrKqqSq6qxAZetOxeeDEWVe1kQhQJ7V5BnK92i2ugShz3wx4ezsiMHZKdevv40zFU4qKlPhh8HqHO5DpiIhsEIxF5qFSZie+0yMoqwcUi9QpY/NJGXhyHLBMnWsrYV02gnpMuOxx/fo9dosF3MazQZimOFEhedJsnmOlKomvfUc1XJOo9unGWgWo3PupnMW8wVZXpAtplza6NDrdrl++x6XL16h3+/z9ttvcX7nLsbz6CY9TsYp7944Ya27ye3zlPPzU77wzBM8d+US6+3Owzn6UfKxQQymUnC/rDgcjtEywCGpWm0KCbmDtLRIFHfPZiAiruxsYiOJ8+bsXrjA6fmIW3fuc3Q0xIgYU1SUZcbZ6ZTWnYiNfg9sTb8sALly4KVyKOGYDof8+j/8R2T732I8nDKazHlpY4+dS1fZvHCBH/3xn+DwYJ+3336L9a3tum0aD9QIqEcgAu6hO1AX3iyLEtkMEZ0QsyIBbW50GB+e4hsBRtQKRAnKwiCVRxw3WM4W+HmA8EAK72FGAAGisrhVhsOtSlONrRiPhpTjEk9rtO8Td3qY4RLup6gdi+o4TDfg/0/dfwVJvuX3feDnmL9Ln+Wrq83tvn39zJ0BMDMYOAKEIZbUBp24ZEhcQ+1SDEVo36m3feXrrrTiy2pjqY2VuCJIiRJJEYAQJMwAGGBm7syd67tv+/Im/d8esw/nX9U9Q8wAyyAjLv8RHV2VlZVZmXnO7/zM15ioIdMFaUdAvkY9yzE+o5hPsbnGi5Q4HpLGCamJSOohXkUYLvUGA56/LCGN4tA8FZqs00NHgSanoghUQ11WlJWhxKEzgdc1q/qI+09+n/m5o6kd3fGApDNAqCj0UVyQFqOVF8vzAuc9lXWIKCLJMrz39AdDxmsDjg9P2T84IssS+oMe1/Z2Ac3G+ibHx4ecnBwym06Yzmf0BgOEkK1hSyt06sXVXqml5tymHCxTFraLRSBUmBbUlQVKmqKmXKwwDpJIsj1MOTo8YjAckUaS84slZ8uCan/CwcMznjw5RivPznjAbFVC5rHS8t/+w39MnGbQFKQ6wI0vpctiAT/zpS/w1htvsL7xEV/4whdwUvJrv/NbfP3D96hKw1e/8lV+/hf+LK+8/CYbm1v8w3/2zzg/O0UIT9bpcOPmLSblD54MwGcoCFilKWSE9j6wylyNimOs9zSNwXmB9oraOD55esTFouTGxhjdHxKplJ7XvJp2uX275smzA9LzKWUjOZs5zg4uKF6pGHYzjLjECYQtLCXUZcX/8A//Ab/y3/w9/vxPvcr+0xNs5ajyKkhdSUXa6fDKG2/y+ufextqgZ49/3mq8RCBKRJgeXN7uPabxRIMOReKQOJSQZNfH3GxeQjQ2uOsCXki09whrcb7hbH5Ox43ASrQM0wxng6S5x+OdC81OEUBCOIkoh0hXktsciSHWgZQlbYpzGZneoNN5mYZzfLFAyQGTHCYnOY0CoQfEqcQnJU0zJ3VDYp8hDRTVlFI27anpqcsKUGRRHNSdpSJNWlix1igdIbVitZpQuAXJCKKOpVoCEdjYoIcR5dRjpaK0DqkFMg1cBIluu/aesqyo6oZlUbBarXDOEUURRZFjXZ/B2oiibhgMOhhrAUWSpMxmU771rXfQkaTbzdBxhFS61R70wUnZhZGqtx6jBB9PIx7OYNlohA6yaQKHaRxF2ZCvVpSrFaasqRtLp5MyW5yFCQuaf/4b32IxXYWav5uwWjq8U0SJRkUxOnY0PmQes1VNcbHi5s4Gn//i58E5FqsVJ0dHpBGcn51xcnKMaRruf/qAg/NzPnjwgP3zM0zl+fo33+H44IRICITwnJ2csrU+RijJsjF0hwMm1ekP3XufmSDQGENpG4ZZh8YYTOMwvqGog0VUFMU44ajKCmcFx2cXTGZTBr0O13f2kIMhWRyxHUcMhwm7Z+f0uxnf/uSAVSOYzyoGg+ZKfVCLy/FemHnfvfsq//5f+99gL55wOv2AJM04Oj6iKJb0+4Or9N607DDRbr6rS3zPf1xSE4QXraZ8eI2plGRpghSedGedowcHdEcZ8SgjwpMYqIqKjb0tVjbHeDAWfF0TKR2am9LjWj0EJSUShccgI0k80uSLGaWdoTzMZhbtYraHt/AyoZOuszouIClY73aQ8w2OTz/i2fQ+nYFikGV4GeNljemumJuGzKfUrqGul9RaXSqpYE1NFAW/hTiOiWJNlGiiKAIVjGXjKLhImcaiS8NwFPwMcAFLYU2QUA/SbP4qqEVxglat/bxzXMzmOOfIi5KiqLk0oSmKGGMNa2tDnjw+YLHIuX37Bi/dvsXu7g7Pnj1jOr1gbX3tqmcgpQh25sbQVIblPGAsev1tQPH+ERj6V0HZtxt2ucxZLpdUZUlZVpiyosxLrJbEaoBwCe9+9xmL03NubI0Zd2KcFszMjKo0aB0zX63oZClECicEa6N1nh0esbtzjc+//SPM5wvOz85YLAqmkxM+evCEZ8fn3Hu8zz//zT9gVVXM8hWZzuh2EgZZDMIyXl/n2u42f+pnf5bda5vsbI+4trvH1vY2Rxc/HLX/2QkCjSWva1IdwCAIgakMxnpUpII/oQsOw6u8JMkyEhuzqkpWtWVrPGY96yGTlJHU9JIexkTsn9d0fEKse+R5Q6/TZgLtLnVCEscRP/Ozv8Av/NTPsH/vuwy2X+Mb3/wWz05OWS5mDEdjPM8NOMIlnh//31dyqe+5X9AV1EmEkRInHbVtkHiUFsRJhJnMifsRrhQ0yxqnBZ29IfVRgRIOkSpo5NWHZX0LEhQKIdQVBNoYw+nklPPqnFSAQGH6EVk6YvKhYD1dZ7jWo3EFh8cn2K2E+sQRNxmrxQqbgG4EuuPI5BgnHTZZsOICRUJtS7xKr7roWnm0dCglUUqTJDFZGhPFEY1xCARpmjIcD9EiQVQWjCTL4oC5lxXFCpKoGwIaMtChHXgXVI2EFVjrODmdEMfBYNYaR1kGDYBOp0ddV6RpzNraCKlgvDZkc2uD/f193nvvgyDiKWfkqyI49DSOuq5RSpGvKj75+Alb22u8+eY6WqeUJkYrfdXaMcaEfoEXKBURxwJjPI20OCFZVZbVcsZ136MnDOOtATsbCQrPtLCtDoIJS0YKlBYoKYi05q/9lb/Md777Pq5a8S//xW9yMZ2yXCxbuXZLXRbE8QqZ9NjaucZwMGRtPGZ7c5PdzQBuG66PGYxGjAdD0qiD1h4nG4SKUUJ+72H1R1yfmSAQtOgl1guMa6O182gdobSiqkqscNRVzbJYUNiSbpIy6g5o6oLj84aZmHFja4+tbESaJfS6BavqHhvXb+K8Rl+amwpaNVnPpVC3UIIsSXnrR7/Knc//KL/w5Cnffe99BoPRc17A5S9f/v+CDln4sp3XX94gwDUWYS21aVj1QDcaLULzyteGWAvUqsLsLzi7KEgiwfD2JtY3SOehKFEymKlaJFpJIqlIZSudTtAztEDTGBbnU6bOoPUQKWOiRtITGXZDU2xHPG7O2VxLiJxmUa1Y2+mws3Gdg3KDOU8prUA6yXbnGuv9Mef1Cc6WlGaOFyp0ztvUU6mWfCUlSkYkScgGsjTFFlUYYUrFzVu3WB9ucTR9RH8rRSYxNQX1Kkf4jCRWJGkaSFTO01QVdd1gmgYvQt1eVzX5qkRr9b2BGFgtC46PT5HSMxwOGI6GpEmX3/hffovf//1vcuP6Llvba3S7HXr9DkdH53x6/xHb25u88uptfuRLb7KxsU6ksqvpjndNaBA6efVMSkvSNMEnMToKhCbTNMwnZ6x1FT/y+ZfQ9YzFZAkKZvPgq3nn1ho4zenpksbmHB7NiTc7dNaH/I2/8R+yWC5ZzGeUq5zFcsV0OmW5XFLXFbFWjNfGbO/ssrGxSRzFxHFErCMiJa/4K0jwtuXICpAiRojohf7UD74+M0HANo46N6xEhcHhnaWxDdIH+qiSEcY6jHdk3W5r6axQWuOtxXpPKeHB4VPMZsVQJaysx2rHwflj7gxuEKej53tUtrThqzfNE2mPEApPxPU7r3Dr1TexxgRlnhYY5FuZLkEIAC869FzFBN/+HDDOczBbIRqHjy1CB9ILSiKEIhZQzpdkhcNoD50uJ7MJCRHVaUHTSHprQwoVMmgZaZQSpHFgQ3kCShA8dW1ZTiOy/g0inaK8pqMEOrKcJKf4esQyr5nnOXtbGdHSY8yMVX/C1kue5ROHcDG1aVDCETnBtfXbxHGP84MnVE2BFBG0/XThg4ajUAlZt08Ux0gRbMojFdCMKonY2NrmlddfZ/nulDQeUzQV3jZIFZEMMrTwZLGgm0REIiZSKc4rGutAh8+q2+0yn4cTMsipK4QUoZb3gWB2sH/O+dmcbrfD5sY2Gxtj3vrcq2xtrXF2OuFicsT16zv0+l32blxjOBpinePsdIJtPFtbKVGkQAoa71E+GNIIEcxeg5KUb41uOsRxACpJYRHNirPzBWupJ+v1OZ9MyI1nc2ed4SDh8HhO3hjmhePZ4YK9rKG7AZ1uTJIOWVvrI1s5+MvG4KUZ7xWm5QXfCs9lmRJuUwRW6SVoLKzBy+X+70gQaGrDZDLHOkMUx1hnKMuSOI6J4ySkvXjiJMU6i2kadBQhL9F0TUOSKLwwPDs7ZhbFuMTxuR+5TWEMvY5CagcNV+kz4rnIqJRB6tvTeuZ5gatNaB7x/P7tUBEAJ/zVZr+6LgF87ePGWcLO7h6qdugsQiiBk9A4i/UWCCjCmBgXO6zzSA+xjolurREnETqLyITHECYISklQl13tMBdXXhBJzW5vjWycUNsKqw0Jmtn5kpmdo+oJtslY1HBiSzYST103zJspw62MtbMxPsrwCOK+w9UxYiFINwdk2TZVfoATpiVNCdI4IUq7xGk3qPC48D5GKmQspmnIkgzrNbfuvMw33vld8qmlO16nkI7GVKSx59powE46YH1tm3mlyWWCjlOQGk9QMbp+fYfT0wtOT8/J8+rqXT89mSGVxhrLycmUrJPx0YePWF/f5O233+LiYsrR0RmHhydIKdna3mTQT9nd2aDfz5jNcz755BFpmvATXx2ztpa1PIJVuyb81Qb0PiA1nQvCs1oLup0UfW2XYjbjvU8OGXc1WRyRdiKSvmOwlvHtbz/l3qMp83JKuTBYr9i5+8KS8ZfryD0XjBXBlfnyhhc3/KXuxeU481+5Lmedf8LrMxMEPNC09NRQ5iq0DiIWwYM+1GZKB6ooBECO1hrhLJUxGNMgJJR1TdmUaGWJO45MKJRwaOUxDXCp/gPPdQJ9OLUtPgQBnr/Zwj9HBvorZOAL5KEfckkhSLspohMUb5QQeAleOrxtMN4jMoX2QBTSfmE9WnjoZMETT+pgXEpQM1Yt2CmIlF76+xmUEvS6nkgUSAtV7FhVM44vpliVYEWOEBW1kRyfF5SxZyMd4H2PaJhx69UBk4sFlRHgQtPPGo0zEt3JsKeepipaa3BCXZ0YlPIo2YZHD945kjiiMQ0hYxVsbWzjjcBUgRyURl1MXmFmFZWsWdUFsZrRJAOcThBSPl/0CLpZit7doixr8lXdKvJIVquKhw8OWt8HMNZydi55+ODRlRWalJrreztkWUq30+fZ/oTTswmjUcq1nRF3714ny9KANRBhTFeUQapMyud+EpdKwZcnsbUWFUm6UYckiVhGiidPn+DNks31IRsbmsmzCd987yHr6zvsjXbJowWNtSRa4n1Y01cNyxdlo3/IdeWy1V4v+mf4Vh0pNCAczvsrr8cfdH1mbMj+5t/8m1hnnzP0XrhCJIbnx+wLEfGFFx++ujIHa1ckV536kCbJIMl9iR68epLnsdM/v+kH3PC9N/+gqy5LwLdp2vc9RPsyvuehv/8PuEztvvdXvu9u7XfGg3AIbcLLbO8YvArDN+ISJQlcUqAvTUGv1JGv7N1o36/wex6Pt8FzwJuoDcpNKAekbHsFwW1XyktL89ZGDI9pGsqy4BKt6VtXnsv+jKC1GBPhjxGt5LpsIcqXUxlr3dXf+Ee8Ye3jcOWJ6NzlWml/LkQw/PQuNAxbQJIQz/9u+UIA+v/nCvZ2QSg1NCPDIdEYG9yTLg8N7wM0WUrS9Acbhf6bupomGJ585m3ILiWjL68XU58Xr8uofLnZQ2x4vjWu1jjPmX3Ce/BBsPLocB+pIuJshFQS64PdVlgIoRwIkGKPaRdbeI4XFpynrcku/84WbXaVsl3+XxFFEeONdZyzHB0fkhc5WmsipZBCorQKMlw6KM2URUWSJsRJFGzapcLjccbS1GEjKB3KoMvOg28Ms+mEVV6yf3iAlIJONyVJYryzCCExvqGpHVoLtBYspjXWuraZF4csSwY7rboyV1mOswbvHd1ehlIaaz1rwzHeOY6Pj78nQGsVZurWhE543Ri0Cs3EujE4H4xglJZYZ65ozyBwNlh0eSBu2YB4GK2tE8cp62uteYYQV/6TIV48t29z7QaDtucjRBtsXvQkpJUXDzoFthUZFUIwnZ5iTM3e3nabJV6txu8JCuJqrQW/Q8RlBmQRzoHWVxve+8vavs0iCEal5xcT8qLkbLmgqEJWE4JHsCTVwrE56LNoBPOi/r71/bxEwJkr6/jv6V+HF4wQgkEakUX/9vQE/o1dL7/8Mr/4i7949WZ/T/3zQmPk0sDRI2hcGwgufwfZQmjD6Wdd0ODDGbANtmn4B3//v6Y32uLO536aOIlZ1gZn2saf1HghiaIYawx5U2O8CIixVo/AtYvKtgvIueAK7KzFGYt1Fmsdzjrs039BfzTkx3/+ZyiKFf/dr/x97j37iH6/w+ZghHJh4W4PbzHYXqcxjmf3HiBdwY2t69x45S6j4QjwnBydcHZ8RpZ16fWGxHFKt9shjWLqxYo//O3f4uzpE/7+P/pHJKnktbducP36Lsv5BVknZVUvOTstWBul9HoRjz9ZcHI0YW1ji7X1TY6OngWL6yRhMS8wXiGEZz67wJqS1958ieF4A29ivvTmF6iKgl/7tV9Fa32lpzDu91jvdamrAicFZ+cz+p2MJFKcTeYIFbGzvU3VrJjnM1Qk8Fi0jjFGsFpWWOfYXBuTCo0Ugi//9J+m1xvx1hs/HbIGKdFKt2NJ0Qa1oDtgrGkdrB1ayzYTcFgbNuOl4a2xBq11oEfXDXEUoZTi9//g11gszvj5n/txvHXUVYG1BtVOJJqmwXuPkkHYpXEVRW7QWuKdo15OSYqSzo2bFKbBNME9yljHcLBOr9dFeEsn6/G//ObXuP/wCSdNzeFMUZlQxibCInFsdASv3xnw7sdz7h3bNktpBWOka0tYD02JNw1tnxpjG4QzYc1LhxSSH7m5yUtrgx+49z4zQeAHXZcNkcta7MVUTcnnp70HrLNByplg2+kFcHkSIPCtRHgcKUbdCGMtqRCQhHGbce0ozjQ0NpQmUlwqBX1vpJWinQy0ugRCeLwMLkJOEEZb7f2lDCVIr9tld3sbrSX94YB6uuDpp4+4ODxmuLlJd7SGqxs+uHePb7/zTW7eusnmxiZr62ss5nOUkNy+/TLz6QVaRWi/iRpKbNxiBSSo6JIPYUgSzVLU9HoRsUmI6TAap2RZxtqXrvHs6YSykAwGQx49vk9erBiP1xiOBpxNZiHg2ZDSa52gVMzG5g5xHFMVxfd8PlpHpGlKhCdOYnIH/W6XUTejLnISKdi6tkuapZw9PqYyBtEEuzSZgJaKNI7wzqOFRCPoZZ2QCTlP0Y4cQ7nRBNFRJcK/No1/bqHugyI0lwfI5ZoJ68h5MI1tPx+HMRXWytaD0fDJJ9+lqWqqokAIT9RmXlVVUTc1URSF5rUpMUaiAIuD2QXN42dsYkhHYyKd4K1DScXaeNRmdoI4ikO5IiSv3nodrybsn8zx3lJ7hVIakUbMpeJoMsNaFVyZW76LbEsWIYKVHCpkkY7LkjiAyPDVVZ/mh12fmSBwuZieO73+q93NqyZe+AYl4DJh95cpOh6pQu2rXEg2nZRBWajFC3rnqesaYz2e6IVSPywkJwKoQ3iQLTTvEiBzqZEiL2mDbRnrRBgfhfGVJYkcK2g3UESaJLz99hd4rX4N2/7dF08PmO5fMD895uj0gqjX5+YrrzJSMQdnJ3x4+g7friqSKGZ3POA//Vv/MXsv3eFffu1rdAdDutf2KI2hbv0BdSLobgjsSlBXDatVwebWiH5fMegOKFc64A9kxtwsEArG4xHOGYajDgBJHJMkEWkmW4ZdxHAwQusEITR13UDbMVcqgLicc1gPTdkw3B6TxhHvPXqKM5bR9iYFjvFojO502T8+QkhFknSoGxM4Ht6TpophLyWKNL4yxFISC3XVvC3L+up5Q90ururuy3LwedYICHd1v3BoXpYJoUcRNlH7qYvWKcpanLMcHjwMRC4Zk6UdijzHe894bY3JtCJNE7r9PqJJiXprYB1pmjD/5GN+9Z1f5SuvfC44VTnPfD6jN+iTrxbEwxFJnIY+CkHE9aMP73G8rClrhXTgsHhhOJ7l/M53luROkiQa58SVu7ESrTVeY69s7y4zBSXjMH72DuGTtqfzff2v77s+c0Hg8mu4bAg+D2OXpcBzw5D2xCc0ubQM8NznjTEP0mOcwL0QWIyFVS3xwmGER9hQSzokXrbW38IjXEB2CQ/Oh9Rd0taeNjxnpCRoSVMZjAsnSzfybGSah+0pJGUEoiGO09DpT2JKLMv+PDDtrEF4S5PnzM/OqFcF9aoiUpZuohh0O3z1C1/gC2++xfrOdQ4ODvkXv/Mv0GlCtr5N3licc/SHGa+9vcfZk4b+YA0lE3Z3+sxmF7imIdLQlI66apgvFkymCzbXeozGPXbsCCVihE+pqoKtnQHCSw6eGsqqIF8W3Lz5MkpF4X2QkjRJWF0GgabmYjZlOUx59ZXbXMwXHB7us7PeY+PVm3z44Bn3nj1lVZZEWhGrCB3extaRWdDtdDBliZLBAtyKUHZ576nKViW2Tckurb4FYUR62aCEADQLegu0NubPDxfnwyGhlAob5NKC3HlMEx5ne+sag16/5S6o1hTWMRwNuXnjdrh/XRHXNenudc4mUxIp+fDJAcsoIeutMzmfcnZ+xGx+wct3X6GuJMPBsA0+7cHiHA/vf0IVRUgR4xx4YfHCUyJYXCiIesQ6RqBpu0N4b5BSEykZhMS9AetQKkixh5aWwwkFXiFeUNT6o67PTBAIn+xliibCprtsFrVjD9d+rZRsBTbgsmceuq5hvo/wra22xTuLazHql/h0JyRNAPdiW72h0FxqIZZCtECY8PihaegDdoBwyHgZ3IWllEGrrk3FIunpJxGRvHwtgWEoRdvKlKBjTTmZsn//PsVsArQqNkncAoEkr7+8RxQZvG1447W3+LN/5i8wXLtGWVnGoz6jfsT0+ClKxURxN7yDPmzG7Y1Ndrd32d3c5Npmj3xmmczmJJlFxlmwbFuWRFGH0eaAN9+8w3ySUC1L5nODI2W8O2Y+K5hOZhyfnYNoGPQzOr0O+pI/6R2xVigBxlnKpuaTp4dYJNe2thgOuuxub/Lw4QMePz1kUTkaF2TatTDEUkAa42TIwJQDYR39bsba9hZPjo+pTYMnjCOFaCcIPoxKvQ0y8t67q7WDaNWjvbuaVAjproKA9Q29Xg9rTHu6BnyDcx5rPZGO+dEv/CmSKECUfRjaIpW86jt465g/e8y3fu03+NJf+ouMBx2kdfQHPd7+xZ9DpQmPHt3n4eMPSVLFs2dPefn2W9y4djM8r7fhVAecVzjb4H2D8wLXGuRAAMCJaoprXZeBIJMmY5yKESoKI8yyJFWaWy/tcHR+wcX0Ah1H+EihVArE/NsUGv03doU6Npz6wQ1GtnVua89tn/vSOefCiXw5hmkbbGHDh1PdOteiydoUHf+8OPIO75tWDlS0GUWo4x2iHZtdTh/aWtJ7WrwgThDccwFrg8UXeJoiJ0sTnJVMK3M1tlRYNBYtHA6HcIbq4oLThw8pFwuM9ZTWIpuGfidld+sV3nj9LrVdMZvNef2NL3Lz5ZdRacazhw947zvfYdTNkMLi8gX9tI8Eyrzh4MmcQZQyHK4zGI3BgRCatNdBJS70i2IP2pL1Yq7fXGd9LUOaLg8OTrl5Yyukr1awuzPm6PgEqxVxJyIv5qQ9gZAd8J4IQ5ZFSJlQG4fxAiE1T89zptU5u4OUh48OOT1dMB5uIGvL+WJOU5V0kwxjLd7bEClrD7Xh1Vt38MLy+OCIw9MTXnnL4p0jL1bBTUpedt1d4E948b0ZpAgTDyVF4C8IAZgr1uFovcO1axvsPzulri2NcdhGUDVhXq+1oJt1w+N7025US91U5EUOeFxjefcP/4Bv/OZvcutLXyDZ2WJyMWN841WS2LJ/8ADTLCnLKaWD2YVlbWOHR/v3KKsKYwzT2TlCSKLNl8CXYCzGutB8dBZpSryrcL7B2abNbgReOJQPbk4Oyep8gs9LvvClr/BLf+or/MbvfI3Tg8dEshMmX1R4GxMCwR99fWaCwMVsynuffMJoNGLQHwABEto0DVEUkSUpwosWSMTVeM659tTHYzBhI3uHcSYEBCHx3nxPj0EKR6bC7NYKj2mttx1hvnvZab0aM77wvbsMGD5MB0wLUppPJ8wnU6pul8FwFKQLgLLIOXr2hKrKefDxR+RFThqnnDx9xsXpCbapUFFKt9MhjhU3ru3yi7/4C4wHfe4//IRpf0m3M+LgaJ9uf8FHH3/I137r97hze5fNvXV05BGtzJm1gqqKqZTD6ALVsSR9xXAzYrw9RqeSw2cXZGh+bO81ep0ua/2I4uKEf/Irv0XVFLxyd4vr18Z0hjc5nz3ijbduYYSi24nZubVBN9MwE2gpGHcilAyGKcEJJcHrGNPa7s7nCxbnJVmnw/pwSFoZemnKcrmkk8UsFvMQvAXoSOOdI+10eXLwlOOTswAN5pJKXDwH6lxt+vC5QZsBAkIbev0eZd7QNCZ4CDrQkWJ9Y8jO3jobG2sY69l/dkyez3FWU5Q1xjZI5TibHFCWOY0JlvJ1U5LnS6QSCOVZTJb83re+Ra0y7j16yvFHH3P37qvE0ZDZxSmr8gLhSopiShKN6Pb7JJnm2cEjjLPBh6Ipwp8eZ0QiCz0I74iNwTQGmgCdN6bG2wZxWS4Lh9ANSnm8MyxOj/jK5z7Pz//kV1Dlkt2NDfqjbRpv0Lg2Y/4hRoR8hoLABx99yG/94e+yt3eNG9dv4L1jtZizWCxZWxuzs7VDJ+1gGkMcR6RpRhRFNMYQaY1UisIYGmOom5rVKqcqG4Irc8godDsbjpRgmGmUFNROUDS0geByw78wE5aX04V2Otv+3DrfjqOCY+5sOkFYw/HhIVGSoaNQhx3vH/CP/t53SRNYzmeURUPZWArjsSIhHWTsrq+htWZVlPTHm6zv3GI6m2JlUNm9//E9nu4/Y75Y8vjhIdPJBYuNDtE0YjDepqMurdOg09G89cWbvPX2LYhy0vUer23vUTU5VsDuzS28l6jMsbHWQTQ5f/jtBzSlYry+RT6vUT7GVBWxjhgOu9y9u83OtQ2ubV9DecPJqkEI6MT6CpyjRYAKCw1OWpBQWcN8VaIijdawFmWMe11WnQTnajLVpTGO2nms99TO8a0P32e6WqCiiExGV9OgsixfAPRwNTHSWrejPwUeskxzbW+dR5+eYJoGvKc2hsf3PmH/Nx5y/foed1++y3i8RhwnSOlo6ppVvsB5i/eO6WLCcjlveSNBPMXjiGNNZStWi4Kj+YrD43OWX/8Wf+qX/wxJmvLOt36b4bhDFiv2n+zTNAXkfba31+h0OmEFCYnDoo4bvK9p8imoJKT2IljKyTjCxR68JKaPN8EBSgiwrsG5HFetKBZLbGV46eYtbt28yfHRCURd4sEmypowKvQWKX/4Nv/MBIGizDk+ecZ0dsq9ex8gfINvgRBplhFHCVJGGGsQBGhnHMdYF2S3pFQ0TlI3FtOYYAxpBXVlr8Z74Hn77t3QVXYW7zxShBnzFeCEMPpzXlxOZEIAEM+BQK4tSWazGU3TUBQFth0FBUZd6CkA5MsF97/zDa5fW2N7Y5NJbpgsVswqg/GOuBezv/8EJSSD0TrHh4dMJhe88513aOoF3Szh7PyEOp9jVzPGXclabwNfL6kWGcvTCzKf4q0lSSLefGObt794De9rSmMoZUI3EWQdRV4GLoEQEVZWHJ0d0dGaqiqo6hWnpwX7D9e5ecNy/vQj+us9lIq4dWvMYJzgzJJhb8i5tIDAoFugTUD9KQmRDuxChANl6HYSsixiMr2gyi1roz7dWNJJE7LtIfeeHnJxNqGxYcJg8UGazEFzOffH0zTN92BGLqG7IQmS4B06Uuxd3+X69R3yRUNZBmGP46Mjjk6POb04YzQaY62jKHOEhPWNIZOLnIuZvSo1VtWSRbkIUG0dkaTBCckLR6xjlhScTOekG2v8+b/857n18l0ef/ohQuUYY7i4mFMWC/r9ATrp8eprr5ImCXVT470A6Vs2JGwPE7pp0gLG9BXAKIoS0qxDmmRBWl6oMI2xFffvf8C73/yYyekRCYJhf8jjp/v8i3/xmyTjbX7i83dY6yY0ZY6saupqjjPlD9x7n5kgoBVksQdfIb0lUh4dB215pTxVs6Q2AW/d1BWr4jlmwPuA45ZKIVXoIQTEVBRGei2M88q1r/0dpSQ2tIbbvsH3orIEL5QCbVlQVAXWWvKq5vHjx8xnM+q6psgLvA8jtuFoyGgwBCCJFG+8vMdrr96gLkouzs6YzefM8opORxN7WOQrBsMxm2tDOho++vYf8O473+DtL/wISdrnldfXqZYTntz/COcDF36xyCmWBavZgkSd4Zyjk6XcurlLJ5Mkacr+yYSiThCRZJR2kY1jVizxjWG8ltLYmMYIUp2wnmqOFkv+8L2PGF3fYm9riHE1W9t9yuocb5ftG9O5encaNMKHcZcHNAopdOBXtKf259+8zpd/4lW+9lt/wLNHM+5sr7GZNYy3tliIDh8/ekqqBMJB7RzSOwadDs5aKlO1sGEwTX2FulNKtWWBxdqQlaRJgvMNi8WM+XzOaJxxciqomwqhGnaubfH5L7xBL+sTRWHuXpZL6spijSKOJMaGpnAUx/QHfSIhiXXALoCgcQ1OeKp6wiuvvMqf+8Wf4+atTaazY4pySq8Xs1xMuTg7pdvJsE5xY/c6UgiqusSY0BAUKoCY4ijib/8f/0O6aaBg07IiAZQOztRKR2E60CIe/+Cb3+T3f/0jZoePkc7Q6Y2YzxfM5nPOTo6wR8/48b7l7tY21h2yl21wL+/wYPLvQBAQFrSReO+IlAqjN2sAQVVZ6sZS40m1YkMLVkZivQJToURCTdAN1EqiG0OcdFCDEd44yrKkaVND2ppeCYVwEEmBlVA7j8MihMMTMPCXoyNPGBEVRcHZyTFKRZxNZpwcnTKbXWDqkrKoaOoGASwmZ+xsb7ObWYaDLndvvcGgrzl8tk8vi9BaoSRsDHuMuzESQX84Ym00JNNw8OQeeztr3Lr5Etu7NylNwemhoru2wWJxjtYZo2SIyCt2XrpOp5OxPzkg6yTcXNsi7Xo21zWzRU2sarApqexhpSVTFWUJkcrYvb7O0f4R8aDHzVu7/OTWDe6dH9PfHtAb96mTBXFqyZIOCEOW9EnjFCEDBHiVV4HMIgSxFLg0obYxXkqUTugmY7JOxo+8/RIv74747X/5PmvDmJc3Y0zS5Wsfn6ClZL2TUhtHbRySMF1xXlFKT9SezlVdBuq4UjirAuZfeqJIEUUKqSxeOM7Oz+kddOl2UhwN1le89up1VsuSqvI0dUOsJXjLfLbCW8totE3RpCznbZmuY5I4xhuDNxZrPLPZnLSXUltLmvb563/9f0e/J3jv3d9llhcgaqqq4vTsDGsbrOuxuX6D0fqYxlRX5UuctEAhqZBC8MbdvRBbvSR08C8PsKsCNPTCENz75B7/1d/9L7j/0Qd04ph+f43hcIP79+8znUxIu10ePXjAd7/9be7s/imq3GAmD1llox+69z4zQWA4GNPrfC4sqCgCJfAYvAiRulkuefDgETdvXmOvY3k6rUg3Nsl8TlOAyOJwaitJvn+OzoZce+PzREKyXC44OzsjX62uGk3WhM5vsCNTyBZr4EVoELrW28eLdjbrGvafPOTex5+wWuXkZc1ilVNXJdY0VHmJsYYoijnMl5ydnLD5o9foaI2kop918JvrfPrkmPFA0+8PydKAGfClpRYK2VtDpAm69kyWC6arkt2siywrpBT0eiMa61gsVxyfn1HkhvWzc/x4gPeeOBFs30ox1DhR0+13EUjGvU26yYAI0FYzr2u4iJifHDPQKenudfJnFQePDxiOu/RxGL9EZYKmyel3eqSZII4GNFZfzbhdU4YsS0kSGUFTsihzCmPpDYd87sdeY3trxPxswSiV/MyXX2a5WmCt4eJixeLoiI0soRbgkmCvpoREeocXgjKu2nm+o2nKFgas8SpCeUWv12Ew7HL7zg0+fXifs/MJg+GQOI7Y2dwE7zg4OgjB2Tukr4iUwBlLXdZUZUFXe4aDmFomFLkCDMKJAAO3nmKR8+zZIY+ePOOV1+/iUNzcu4PWMR/c+4DD05Ng3e4qJucXNI1BqQile7z6xheIUkFVliETbftHjTFUrS2Y82FMHZqgId0MnothmqGUwtSG9777Hv/l//2/5IMPPgzULCeIkx7D0ThAvZdLvvoTP8lovMHp8T4vvfUVdje2WU2O+Pb7H3L8+NkP3HufmSAwWt9kY3sbIWTAAQgRuOtYIhFTnp5Qn0555foNTH5Bp1Px2suvYef7zM/mbN+8wcViQac75OHMQTpgMNxAKU13FJptzhke3/8I5z1NmPi348I22grCbJaWlPIiilHCzuaYerHBcjqjqBuKqkteVORVaESeX0wDY8s0VKXA+90W4SXQEoqywjaGGxsjjIPaeubLEkfC2voulTHM8or1QcKd7ZeZTi74g69/jbq8YLr/hEGnH7rYaHRnwE4vgqYJxvBCoKQjSXLquWUo9ojdGudPzzBFA7cUnWiMiDOUrBgWArcMxqirWqMqyUfPnsETx3rH85O//DaLxFKUqyCMmnQxXlCZmkuWXGgMBuJQrHUQ7PQQK48zNbXNuXbjDfJ5RTdrWMsEHdXh7CJHWcONwQixapjYALdOkgyto8BWFILYmpZABU0TcAJaufZzUcTxkI2NNZI4pt/r4r1le3ub0aDP7OyM+cU5TdVQG4ezNcqXRK6hqSyNC/oRN2/f4drN2ywfHF+txaB2rqm94NknD7j34CErFEVl+eLnvkSSaD599AHnF4dEqcIVJReTCcY0xHEX6zRf/JGvhL9jec50ekEcBUOU2jSk3QFRFAMV3iukd0hRgq8RUhPJS2amB9vw3W+/w3/+f/vP+c6777b9FoVUml5/xGi8Tq8b+gnXrm2zWkxZLS7QUUqv16U/ukv65AD4dyAIRElGf7wVWGEyuOpYLEhPBzibXFCUCz689xGT1YqirHnpzm1WpwesJjnjjTVWqxVUivOTCSarudE4ZBSFTawl0geIsMPTtHBL4T0C1eLLxVXvwHt7Nef3eFSs6XU7bG6sk8Uxy2VO1TSUTUBm7R+ecDFbYooc0TazaH+/KpacnpacTWakScrmxibH5zOKRYmxkjTtM+x0mZ/s83iyz91Xb3Ozm1GtCqZPpmjtyWcTRF2TDte5dv02hfEUp0fBjDKNW0KJpVlNOHlcs929Q3wOx9/ZR3VO4Is1e3du02/G6GpBVC7QLuJi2fBo/5jf+v1vszQBYPXg0wNe/rDL+K2bWJ3gAGMTlnWFjOKAzhOQKBHk31TozDfO43BIpbDG8O3vfJetcZ+bP/45JudPiHxNnGYU+QK8pN/voC8ShK4RTmC9wJlLQ1fwQVYo4D6svcoKnAvMxuVyzqNHJQcHT3G+odPNuHljj7IoefTpI6qmwFiHtCWxLfFmhqtzoqjP+s4tNq/d4s3XX2WRG06P36MqS7JMXMnQZXHE4mLC8cFTOru3eenOFynrBueWzKYHxNpQNob5/JyqKYnijLPzgp/+qZ8OY8pyiXeebrdHpGPSpMMoTYmTDk+SBcYW/JN/+ftc21pne33E2rDHoNdFS0ljc85OT/na136Pf/APfoV79+7R6/eQKkxEBqNNNje26A/6ZJ0ghLLMc7yAtc11xmtroEIPzbsfTh74zAQBYwxlVQdEmHNoIbAypOKuWvLxR+8zmZ2xf3zAce65vbtJvTyj1xWcHi24//QZh7MV8uIpeV5TLubMjvdZu3m77eaHTRnqL9oNGohFl4KSlxsenvMQIKDhDg9PeP/9j3nydJ+ibEKPAU8cJyRpxmyZ41GARAiHcMGpEO9Cbek1KsnYvt5F4aldQ6MES2MRxZyzk0fYYkKqNM5HnJ6fst0boDNF0dRE4032D44pTyYkR8cMRiNSPFtbm3SHAxBT6rpicnHK/DTj6/eecbR/zNOH97i+NmDUG6HnKVkyYDadcnL6iKbKmeYl33m4z6OTC5wRgOWbdcHmNcHdriZZH9KJ+qyqmpPFOWmng/MaASRaoCKF8wTQTUurVVIFBGFR8p3vfJfb22Ourw/Yf/aQLMoxNtiHV3UZAofSrddAYMERteg8bxm0gTSIfbYwYe8Y9Ptcv3EdrSVgkNKBsDx9/Ig8ryjrEuwSbSxRvQI3RSnL4Pp1br/2oww3biLilMPTCR9+9Iij/UO0tgiCkI2UEoUi7nZZWcGf+4W/xO9/81Oq5af87E+8gmuWmCbn4uKU5XKJijJOzuf80i/9RW7duEFdLVjlCxaLOVGSEmlJFKUkcZck7rQGJJb/5n/6HaIkY63X5fqox83tPpmu+fT++3z3/Q/YPzihLItAzooi4jhh0B+RZF06nQytJEpAJ0sY9nukt1/ijddfo9vpfI8y0Q+7PjNBAO9xpmm3ZYDaWu8RCvLpBWcHTxnFKdWswM5ronGDzxc05EgtOTyZcrgo6eeS46NTZGY4efqI4c52S7KQXKp7BGbVpWpgu/Gdfy6s0U4UxCUpyTkeP37GN7/zPueLgtpKpPdoCUouiKRCqqB3qJQMQA8b4K5lY7ioG6xSdHp98spxdHTMvCxZrgyT81kQzFjOEaak2++TDafg+5hOn/5ohK5rqsays7fDarUkSWLSVDIYjxmt7+CiHiCoakPqYxwdvvHuAy6mZ5SznOvb1xiPb7CaNpybE05mF8wXObP5jE/3n/HRowNWeYWQEi0lhbMcmYijb37Il7/8Jtd3brAo5kzm5/jlFG92kQJSLXACjPWBfGMD8Oey/sU7FsuCB09PkOIacWeTosxZ5QXnF3MWecWyashrg1YxyCA0K5XCeI+91HDw/orGK/BEOliRj8cj+v0+w1GXtVGPxeKCd999l7ooUc2C2ByiqxyRxPS3brF3+022bt8m6gy4OF/x8KN7PH16xOnxFFM1aB0WhFZRKEGsZe3uK/zc1ht858NT/vv/8R/zl/7ca5yfP6Oqlpyfn7JalXhS8kLzUz/9C+xe36Y2BUIIup0eWdpBRQlRlCCFQsuESCVXAJ7GOFarc46fPeKDcgZmSSw9kYrpdVPuvvY6i+kFRb7CWkuv26Xb66KiBKUMWaJIY82gk3L92jab6+voKIiQBtT7v0rE+/7rsxMEuNQGCN95EZyBNI6TyRm+nJMoQbkqUU1OOZ9z9vSERNUI09B1KWs6xUU5WRojpMUUDaYsgpWLVwgfADzt+nyeFbQMQFp1CE9LQ24btc4L+r0hvcGQo8kKY4J4hHMByxDrGB0n6CSi2+2AkaxmQVWorA0Pjs/YXu+zd6PHxXTOydm0rX0rTFFRNw0rqdnZGJNXBU+ePEWqWxTrcO3mHptJTFHkzOfTK4krHcdEwzVkPGKVX7LoFEJ2mJcV56slq6LhpZsvs/fSG0xLmK1KTmcXnExOSdKY/VnOg4MLZsuGdBCxdX1EcdHQ30x5dDxncyvGywbrcpJUYl1DWdQkLqjyJEpStpoKvkX+iRbVdwntXi5XfPjJpxwentBLFBu9LiCYzMswntUxlopIK3zbtA1ahQonLrOythFpDUZY0qTLxvoG3U6XTpbS62aM14ZcTE4oqwqJRZk5Vb5gY/sa19/4Cps3bpP21yis4JN7j3ny5ICnT55wdnaO8BHGNldIxHBKGxrnsd1NHn5yxK/+k19jbydjb3dAUSy5mEwoqwZUSrEs+Ymv/gx3X3kZLys8Aq06RFEAsQX2gUDKCK0TXAuD93iK6THlcorA0e0PSZINojhFqQhfzzmfnaKRpL0BTd2wsb3L1uYYYys6vS63b92k3x0wHo/Z3d6m1++3KkaBBs4fHwM+Q0FA1Hi/wPkYT4zykNgCNzuhPD2mk2iWhcF1u2glkZ0x1kfEsaOuKnZHjkFuOStmdNcMeMnmALRoqH2X5gXz0KAIY54/t29T+BfMy728XHwhEly/tsOPfvFtjk4vmM+KIK/lHDhHYywWgxNBtlyqmKQf2GJVYzk4ukA4S+0kh6fnxHHMjVvXWd+0HB39IWVjcCgQEY3NiXRMd7TBaPsatVc4IyHKiLoeKUJNmPV6uM6YqtE4GV5LnMSM14ZU5ilH58cU84I7t17i2cWMTw6ekQ0yJssps/yCHkNmzrCyHi8kX/qJV3n57W3+4Lc/4ZW3b4CSpCkUNKzMikHSZ9jr0Jg8fFwIJArrTKC/tmg4qTXW02o3BIjs6dlZ0ASQ4KuKJEkxVUW/20MQs1oWeCxNy4mXIkYqiKS+Es9omgYpNYP+gG6ng3MBNOacJY4lOhJk3YzBaMhLN67h8h2sl1y/8zqj8RZRrDk6PuHDDx9ycnzGkyePOTw8oKorIp1iDCSdDhD6K0mcoEXEO+99wj/9Z7/NjU3Jn/ul1+mljmfPzpktcpomeBH+7J/+M9za22txJzFRotAiRimN1rqVBQ9BWqsoNL9lmD5FKiIarmE9qKSHSFJK5xCVwTeQ9baJ45iyapAdj+usMd7c4vpmRL/fo99boz8Ysb6xwflsxde/+4id3R32tkf0kphI/zvkOyCaE3R+gIi2ENFaEOisT1jsv4tezRAuB5Fy5+6r7B9fMFrfZbBdEHGIXGq0XCF1TtKrifoFF2eS2n0XUQlwr+PUqG3WBdy/sc0L2gSyjdSyHROGTAFaUor3xJHk9q0bvHT9Oh/N72O8xbsmpP3O4U2DMZLGdojTDnE2bFFtgtoqFrlBJCVSJezsbDMaj/GypNfrczFbcTFb0NQ1MpGUSrIsDZu7t3Dekec5cZwRdSKU0hRFTrWsiESNNZZiusA5R6oieumQcvmIi4szvIH9ySmLZklRn7HZGaOGms1hn3plMZFBJ4okEnz5x17i+ltDFmZFEnmGgw4HZwtOVws2mwuiWjLudknjlPNzRSPAKoltSTxSeoRS6EhR1gFzL0RQ+DHG4KxFxBmzsiEpK4ZZQieJmRUFWkfUprmS4brk/0fRc9iwtQ2j0RpaC4ytePL4U5w1vPHm6+R5ztFRzfbOFhub66yNhrimpKgM6IR8VfLk40958OAR5+cTnjx5wuHhEfP5FOc8WidEUcamSxFI0qQPwGRW8u2vfZ35yUPWX96jmxkeP93n/HxCUwuUyPgrf/kvMxgOURiUjnEusFujKCBRdaRxLdlJtGYxoi0fAYQUOBkF8RvnKMscoQSRkijZofaSsgSpUwRwcFHj/BmD4XU6TlGXBU3W4/6TY/7xr32dj5/M6A8H7G4O2doccXNvk/x0+kP33mcmCPjyADm9j0730OkOutulEy0Z7tbESUE8bCidYmVPWc4fQXOKlZa4M6W0inoWMxgkNFGwiVaJRCUrqvI+1vaRkcT5CAiEoVXVAjIuMyYhAjnjEjV4lRK0zEXvWKwK8AGUJG2JMku8M0ivkF4gGk9jK4Sv0TptuQYCH2lUnLJc5OhBj87aFkl/jC6ndLpZe4oqisaEcV+cUBQFh0dHZJ0OWdYFGQw4bFVQVw2LxYLm6ISiaHBOtjJnjqqwOCEYbnQoi5rj6RE+HfD5H9vFxQ1SwFqaUuUePdpA+IL5seLWS5uMxjG37qxD3VBWkvX1TbqpobIljS1JopRRr8dch7GdpfVlakeGSoQ+SRh5uSuxUmss88UiNGetoacs22s3ma5KpnlJ7T2N81yKvjRNQ5IkLSfgslnrMLbG5DVra2vs7GzT63c4OzslijbJOiOsscEFWCrQGa4uOTu94MG9Rzx6+Ij9/X2ePXvGZHrBarmiroNKUL+XXHESEBCptGWfVvzkj9zl1Zt9Ts/v881vfciTxw+5c+c2/e6If+9/9ZdYWxsHY9PLzLEJ1ulC+KBXYeoQyKwPWUeSBZpD2+Qc9TSzZU4kg39B41wrxCpwPgQNLRV42ZLWBKezkm98+JRro5Rub42VnfDoZMazowmldyznUyZ5yXtPTom/+RFvbMFW7wfvvc9MEDBmSZk/JrYrbHVMnXeovEJbg+/kJOqUujakXvLGayXnz+YUsx5rHUlvbDg4hM4gRXU0R+eaSqacFnscHfRIuoa1URVkvIHZImd6bx9oG39CXkmJf2/q9IKAqHUUVY1DkWQJxii8C8AZawUuaL2AaShXS6LItA0Oj5VgpcRbyHpd4uEaOhvgxYKyKhE+KOhWtkWVyZhOmlKVOUmSkqYdrG2Yz+bMplMWywWLxZLtrTUeP3yM0wnjbA1rDYWZc+3OkLfNTY73F5zuL1DdmltvjsgyTT/NiIXHNALvM16+vclq2jDaGrNYndONNOPNPieTnFujTVzT0O8EGa/GNxghwQePQCkEqY5oDDQ2NHVtA9Y0oYxSYI3B1KEY01KhXYPqRqBiTicr5rUNkG8kWgQhTuMDZ6Cu64DYFJ7lco7zNevrQ5yDyWSGMQ6tFYNBl/6gj0k9dWVp6pK8KDg6OubDDz/m3if3efrkCScnJ5RVQV0FgRKlVEjXCcrJlyIll9nHcJjxV//Kn2UyPefXf/1/4td+9dd55ZVXWR/t8dM/9ZOsrQ9bdKDDWocxrRaA0BgLWmustXgf4O86jkC0vSTv0FrzF3/5p/nt3/1DTs8XNDZoIQTNEYEQDijBizYoeLQX2Boe7y948mhF1t+gsAojIqSKiESFF0GCzDoorSAoqf3gKcEfGwSEEP9P4H8NnHjvP9fetgb8f4GXgEfAX/XeT0TIr/+vwJ8DcuBveO+/9cc9BwQzjnm1oOMlcVKi7YDKd/BEGFdxXtaczQVKa5JoHRnD4X6CJWNuSp65MU/P1jC6x6Rcw0ae6GgN1xg2NjyvZ4p+FMTIytoyrfL2BBY4+f1101UaEN465xEmlBBxp8ftV1/FekNZF5i6xNRBWLRxTatCcwkwCid0aRpOlysGSYfRaAutNfkqJ44TxuMxz54dUdf2Cm/vvWcyuWgx8OtESYRbNVSrgu9++11m8xlSCIap5pVbN3h6dNaWOIaz6Tmqp4k2HEOZMt5aoz+S6L7n2tqYfpKGl+ckziV0Oz1sDciSs9mU2XzOxjBmsx+TdiRlo0k6MZPFnNoJBq6D9RlaSsZxl9paCie5qMPYNHIO5SwBAh+ceNOOIkKimopIebq9derWEFTJAOFO4oi4ZXkGJTGPdfaqWVdWBXWTo6RgPNik0R5jHOO1IWVZs1yWGOtZLkuqquLg4BkffvA+3/72tzk5PaGsAnb/Rc1K6cN7baxFuOaKLWptCEzeNaQaNoZDbu29xN3br/HX/4P/LcNhnzhWVHXBKl9hTHCVklLR6WQtxd1eZWchCITsUkkRaO7OopTkl//UT7DR7/JPf/U3eXq6CAFAeLQUrVxda8x4paOh6HX7eJVydlpSLCfIKMaVDSrqomSEirtIFeF9HaTy/pgx4Z8kE/h/Af8F8F+/cNt/BvyG9/7vCCH+s/b7vw38WeCV9t+PA3+3/f+PvYL5ZIUtLqhYUmJZVBF12aUSY/bzEScXI7zvBsmnBhqruH/UZ+EzVm6EzeN2tCdwVQHGgM3RSuJvRc/FVYTAK4W/VBMRrVexv+yyB9CAuyIigRMuuP9ojUpTIm+JXRfrLM4GxWHbst6cD/rzQtRoregPBxgvuFhW9M6mVE1NFiesDYbs7u6wXJacn02YzWaAZ76Ys7+/T284REcpxgmePXrE/sOHHD59ynyxII4jHmjHzVsvkU+n6LUueWW4v3/BwmqOpxXCwltvjemMIgpTUpkGJQUqVnSyjERooiwC61nmC5wIlN7FYsFrt+8gsj4XVc7BwVOa2iBURFEUYNaIooibm5vMVgsmsWDZlDQrQ6zbeNrKj3W6SbAlsw5lDDrSRNkAqSNubA1pvKM2FqVjGmupyioENGcxzrYfS9sYVILJdMHujqHTDZ4C1sDTZwes8oKNzXXyfMX777/Hwwf3ODw8YDGf09gmKBFbF3oYhJNZEE5vIWqkvNTre34JdDD0lIYvfO5HeeXlV1hbHyOkx/oQtHs6zPulDOYyUkqquibJ0qBkVDniKA69AGRQRHLm6pyJpeILb7yGlJqPHx1yPp9SXLoemyDZrqUnS2I6Wcbe3i4vv3QTaw2/8zu/wwf3P8XRMIgl/WGH2mqMSKi9oDaaxnqUulQr+qOvPzYIeO9/Swjx0vfd/BeAn2u//nvAvyQEgb8A/Nc+hJ7fF0KMhBC73vvDP+55knhAV4xoVufUlaBwOd992OPg5CZRHy5ch4UZYl3SCn8EqCmFQ1iLtxW1mdI0BdKGsaGWjjSFfmeXOHkeBNo1ClLgXnxzBM8Va1qw0CVDDuGvpK1ChdCSkaRo44S8MvLgCqElcMZha0uaxVTOcPR4n/NM0u31qK/fIB6NuPP6HW7XDR+89wH7R0c0ZcPFORw+ecq1nT2WvQX3Pv2UwwcPKFcr6lXB7HzG8uKcsnSMt3aQQjHPLe99MqNyntXck2aKk8kFm0mPqrLY6ozhIKHT0Yxth0FvTO0NcZRQGItWmjiNiTsZUZyhkw52dcFsOWNv+ybdrEdT5kykxHmDTiS3Nva4pmBwdEKRG4qi4Pz8nK7WpGkaFHAtJFIyGnUZbWyQre+QdvsoVyN9TVU3FFYwy2uMhY6Q1KZhMp+Fk1Q4yrJAa0VZVHz48fukaYJSitdff51IRzzbf4IxNfPFnPOzU/LVgtVqRV4WQZijLc08oc6+VKgKbj6Bo+B9AHhdshStlVcqvv1+n16/w2UnxAuwrUzYZYPZWoOxQfXalPYqnyzKAmcJEwelgqTZ5Sjce7Is40tffIu3P/8GZVNRG0NRNpjGkMQJSkIcaZI4IcsS0jjQkF+7c533P/6E07MLup0BO3s3OJkuOD1fcHB8wdHJGRfLikgHVa4fdP3r9gS2X9jYR8B2+/Ue8PSF+z1rb/tXgoAQ4m8BfwuC8UgUb9HN7jAtJzS5oigMx8c5D8/OkbMutdqkiRy4EuEt3lcYa6EpUGaFsCWOCuENWkKqJeNBj9FGn+31DKUE7lJ9RgRUgm9daFz7NbTgodaoBHihV0DIMlpdASmCpvylzj1c4g/8v5J+1aWjtjWCmGWREsdd6nQNm6zRGw3hmme71+XNjetM//mvkS+mGAOTswkPPrnHvMjBOVazJXm+ovbQpH3orHN/npI4x5eHUBWWZx/Ncc5SNYZ0kKIkzKc53Y7mkZ3R62uu3xpTr1tWjWWR50iZYHNHHHfY3MzoDjW1FFjjWBVLalNRlgXjzojBcJ25UlhhUVFEp9PFCHhpbw8lE07OJ1R5wbCXMRwPKWtHJGM6yrA1Thht7TChhxEKW5ZEUqGSGG2B0pKkKYlOWeYrZst243qoqpKyDDJjj5/cC/0C7/nue9+k2+3S6XTQOiKOY6QQlGXOarWiriqsa67IOCCv5OC9N3gvQk9CytbE47lwibGWxjd4GpAe4RRShLGodyYEAy+omwYtBU3LQ/FtJnmJ6cCGKYBxYQyNuPTC5uq5tPAkURgxO4IFepiwXHJY3JU4ajBxl4wHKV/90gBjLVJoojTDAkXRsFgWHJ6ecHg6Yf/Bx+STkx+4mf9ENmRtJvBPXugJTL33oxd+PvHej4UQ/wT4O97732lv/w3gb3vvv/HDHv/atWv+P/lP/mOUqHG2xHuJc1A1msYFJUCE5vn5yhU2PxzNl2mcv4L/BltsiVQCpXRrNyXaD0/ivkdy6XkPAP54f8GrqOqfw4zhEuj0/PtYhtqwqZsApCGoFAopEUoiWqFSJCHtNJYyz4N6Lv6KOy+1CpbdTTuOFJePE8RSEYI0UjhnWZX5879BhoaevHTj8SGb0bpVAWrVdwOHAq5cfUQraCkExjZYY5BSoVWY25ta4K1HOtOadl6+i0FGO8z0RXu6to+PD2IrSuF8m11dBd7w/aVvgGhLMetCmYAQFHnZcjrCe3r5uLLVobxU8X3Rls57d/WZfL+d+YtN4MsNGSchUPR73eeP8eIJ+j3L4vlPnnNMnq+hyye5ut0/f48QUFXBAarX7T5/yEuAGs8txr/nuS8PpO//gfj+22jfz5Dt1FWFtebfuA3Z8WWaL4TYBS7DzD5w44X7XW9v+2MvKRRpNg6USuECaqpdAKJ9oXVVMZ8EsE2n18c6j6mrtikTXorSoeP7YsCA9pT2cHx82LLR9Av/yysde9+ePN5D3ZRYU9PrhOcSso3elwHE05YIjqJaomREFGWhtvSePJ+jdUSWBSEO2QJEfPsHiRbaGbAIIOOEXqdzFYT+FZ9Fcamse+nxx1UWUhQFprFUs/kLa/B5cHtxUV26LLc8ysuhaHj8Fz6TS43/71+Lg7V1hJTM8yo4D6cx62trFHnBsijRWUppLM0yJ9bB1agqliRKsypLROvD0NTVlchGlKQkcUqcpMyXM1aLFWmckOngjzhdTNt0/fJ1+NY2TX7PxggSXM9Hvc65lpXKVdPvMsYL8cK7JGCs1gD45OH9q/Hx92zoq6DZNn2tez7GbM0/Q5Yonxt++PYZWkXly8Ng3B+RpRmFi4NUXfvapLhcU0HCzliHsZd2aeHn1gWmYxbr1gMyHHiJvvxbWs0MFdazMaFf9YOuf90g8D8C/wfg77T//+MXbv8/CyH+PqEhOPuT9AMAMm25No6JVMR4bcDNu2/QXbuGjDKUcJhqxUff/Ta//5v32N24xo/+xJfxaJ49/ohOd5Ph5jbCQafXY7SxHhSGWuJQ0xhES+75r/4ffxdUQne4Q5Jm9DtDkjghjSOSKBBfGusx3rJ/GCTBP//WV1gVdWDrAZFUwYuAIGLibcP9R9+g17/G+vodalviveP97/wWcRxdeSx2Oz2kDKo21lk6nSycrMZgjafbnkB1FWbLSZJgraVp6itSS1PneGuJow6NtazKJVpr7t+/z8n+M379V/6bK8DNlQyXC91mJWTwA5Rh9lzjiIRCeIsTDiXDzz3hBL8Sv2gXOj5UxD/15/8yOu1x78EB+XyClg2/+PM/y+6ox2988C56Z4fu+hrvfudddjojrq1v8fF7f8jnb9zgdLYij2LGowEXx0dBFGQ0ZGvnFp3umO5oi9/+1rc4fPSUN26/yst398iLFf/gv/8VjK+QPgIRHIa6nZQ4SsNn0PJCVOSCKrBXraJPRTfLkJFDCM1y2Y7iPK2DlCBqM6U/+wt/nvHaJv/Tv/zHoH0bTJ5nTCLSNMZgrSFOEqoWZyBlKFeMtxjvSJOUuBEIE2TztdR0+j0W+ZLGNygV82e+8gu8eutV5M6PsSpqjLNIEQ4YrQSRAm9hmVdM85JVURFJQRYpitoSScerWyM2+t2gNZElbA6CsYn1wZ1LSUFjHZ+8/w1ODx/9wL33JxkR/reEJuCGEOIZ8H9pN/9/J4T4PwGPgb/a3v2fEcaD9wkjwv/oTxIAIKjxPDp+n2vXr/O5t36eTibxtmBVFpwcPuXo0T0+fu/bnB49ZdCLmS9nDHsDTDmnVBkDNoHAf0+KjH6/i3OW5WKOtY5Ot0+kgwOsVppO2iGOU7TUQWWIUBs673E0LMoL8mpKr9tpzTkDCAbvaYxBCAkyiDt467AWhFTUpqaoy2AEAThrWM2nCCmJVDiDV/kqODD7EQKYzedtb2EN5xyL+YI4jknShDwvmC3m9LpdlIfp+RnOOpJOj0VecH5xShxFpJ1eCFDtpEPA85pSPTdm8e19NBJUGGlVZR1ELrGh3yJCOeZ9wP+L9pTyEIx9PCRxxM1rWxSDlMnFGe+++wG/9Ke/zK2bO/z2tz/m5//9P8uP/eyPU59NePLRI6bznPP5AiFjVvMVplqxs96nN+hQeM2wm3Dw6B7f/uY3eHLvPq/dfYMojsPJKwSRTnBNwyUXTCBQQrdAb4cxDimiK2dhax2O0MW3JmANsk6CtwVJHIJ3npdhvJeo9uAPn08kFVa6Vq26nfd7R9nU4CTCSjCSJEoxzrQYAxc6+SqYqUZRiz+wNVoEhaR+N2NZheCq2iyvqWsWy5zaBIPWUNZ4Rt2YNIrAWxIt8LHCWA/OMYg8ifB0VUMn01cOz6si8BasJ/hBSIFxNoCZfsj1J5kO/Ac/4Ee/8Efc1wP/6R/3mH/UVRcrVH7BnZd/lu2bd7BOsVzM+YPf+10+fO8dnj1+SL2Ycb0XM/C3aFZTXKeDUoLXXnmJ09kcYx0bW3sBp77KAQvOkqYJaRpfpYFKSVSk0LEGDV45jA9pl/ENpxf73Hv4HkU+50tvfAWpFVJ5lLDtpgopqZc+OB4LkBq8sJxPTpjn58gojA1Pzs55/913EEKQZWFGX5Yl3nmyrINzjuVyifeWNMtCXb/Kr0oBYwyNNcEsrQymqmiF7vVBKUwVVHh/9hd/GUFQ/Q1jzsuyJXytZWhmShXUe/CK4caYrN+lLhqcMTSLC7QXeKmu6uVQil6m1sHkVQrBcNDj537ii5wcH6FUihEKLUq+9MUv8MFHD/in/++/z1/5m/97mq0xD/cf8fIbrzGfT1nUJfOiZgx0+32qqsFHkrquaaqCRMHn3/gc27s36HRTlGqQtSCJIupGBf0U7xFetYHKUzcN1glilSAInhVpKqnKBq1k6MbXHhJFlg2o6jk6aq3LmyCaKl4UkzQWFWuMCGl0FidEUmOsxVaOnu4Sq5SGhgKLjGOsEQgVHKysC34HOoowVY3DsVgtQInQiyFMlQSCtWGPRRkmAmmakEWKSGu2R13A4qUiqw1zmbOqajaGmjf2hlwcHpJpT20dWsc4ISmMozFh3aWJJtbqitz1w67PDGJQS0kcRfRGW5R1wFzXxYrFySGirlhNp6im4eWNES/HCfFsihyto9OUp59+ihOO9eu3iNOIKFKUqxX5akFZFAxGAzqd/lW9W9QFrC5Yi9eZLmZ47+l3MqTwHJw94eNPvsVidsKw0yVNBatiQVEu6UQZnU4Xi6dsDMbUjIZBErqxS47PD9B6wKo64+joA9a4Qd3ULJcB2z+fOlTUsgBVhGmCJqEioMRWqzlJkjAc9MB7qqJg2OmyMR6jqoZqskBEitHuNdLxGkm/h/COsipJk5RCCGIZFiJtoy/UkRKlHAiIWv2DqDNg8+4dGmFRtePZR5+Ac4FN6S3CS5AyZD2yJbz4yzoZ6qZm//iA5TJHyoYoTch0RDdJ+et/7S/y61/7Q+6/8z43336ZH//lnyY/P2F13KF3Yeic16z3e3QHY/oipRSCyWxKfzBgc7uLSkdEnQHLxSRgPaDtFkqkcMRxwN8bI3DOBOEQFDIJ6bi1ECmPtwK8pBHhjG9KgxIRSmiU1G3trIhkhBZBLAUBWim8UmAFUksaZ1He04tS6qJhPRsRRwnn83O80hjboHREYy3WGaRWCB+mDTqJkEpgRRCqEdbhW2lzgNo7Op00NCQ7EeNeFyUE3Syh30vZtuH1HZxNOTyb8tZL6/zs529y/xPP07MVnW6HLE2pKhOyCe3xJtCwjQ/O3VeU7B+09/7tbOl/jUtCZzii1xuymp4j05SmKcknFxRHp7zZG7IbRbysE7KnR9izFeX+OU7Bg0XF+rV11nduIaSkyHPKZU6e5zR5waIpGI138SrUjdPphMdnJ2xubnE2mSLjmGvbOzRlzsnpI6azM9aHPV7au8nZxQmPn17Q73UQok/RLBFC0dSWi9mcNL5JnEiWxYTpfMpwtEvZLClWBb7jGY3X+emf/cWQ3kcxOlHMpxOUE2xvbxPbClc0JElMOegTd7r005jIOeYHB8xOj+l6w8XhPqdnJyyMY13vcXv3Gtt37pL0u8yrnO9+dB8hPEp6nBBYKVA+CHwkSUKnnzDe3GS8fZ2406dygsH1GyzLJbP9x2AqEiGwMiIIb7VgqTa9xBPg1a0Aa1VVfPDJpzQNOCvIiwUX5xPWBx2+8mOf44uvv8K9Tx9x7/feoXNtzPClAVpGiGhFJ1JUS0NVe4bDDo1tePrsMVvrawyEp98Zs//0U/L5Odd2tpFSsr02YnMYVHfiJKJpPKYxKAyVcaFY0SmN8/g4RQpLKgIMN4lTpIA4SagbEIMM70u6cYw1KvR2ZESkA9XcSk9jmhAkotarQiRkPiGRJZGzCGPoyBhfN1gELvEoFWDkxhkab6DxSAlOy5BNOo9rmgAjafsMT8+XQUxVSJwQdDJNL02IY0UnUygRGtjdNKIfO+7sDOj3O+xd36VxRwy3RyAURe2oLMxXBcXCsSxD+ZJXBls0/LAw8JkJAh7JeHOHrZ1dfBJUXWMvuBn3uCkysk6GMBXFomA+LWjEEdHTfUSk6Y920XGMvFiSrEmcVJT5GYvplFhoRCRxprlKcaWSNPmSs9OKZW1I9ZhlWdAsltza3GMtiWlMjvCag/1DrJHoeINHkwsW0yUb6Yj1/hpKRXzw0X0aVzCZXDA5b1AuotuP6MlNBJK19TGvvPI6SilipfFKMD0/Zvr0GRuRI3/wEE7nJKMNXv+Rr5BubDC/OOTkk0+4+Pgjnj17zGy54CKf4puapfV8sv+Y73zzD3nppZd59aVX2Pv859vaWCC1xqkIqTW9LKPX63Pr1i22r2/TGa+RDjcoasfZ6QVrW9fo+QpbrvBRhClXYcOLAJIR7UjOt4ahvq3PhQi+kLHUDIZ9et0BjWv4VD3m2eOH/OZv/i7/3i//EmZvm/rTFfYsZ1aUxJuw89J1qpHj9MNT3v3gXYwV5FWJqVf0s5i9nT3SSNCJPDIVQR7ceTZH63SSmF6nF7KmvCQWDdeiirzxfHA6o/ESHUX0OylpFNNpm71SBek4HcfM8poyz6maJYlWRMkYC5hqSawDmswrEEqiPMRpDMbha4kpPbGX1HWFUkH9atQbsaxyVqYgihLQksJV1FXZpuMGfFumCfCX04y2+pisaoR3RO3YtqoNw15CmkYksSaSwZdz2I3o7gzYXeuB8GRZwsaoQ5xKChMCyvHFguPpklXZsKoaShvWRN940h+y9z4zQWC4vsHerV0upjO6Y4WxDR9/+AnfPZgwWTgKW1O6mnlp8SKiN4j46qu7rJ3uI1cTdvQd5CqnOTmk0Yrl2T5lsSTqjilLh6nL58AMHbOxvov2nqRuuHXnNTbHa/QlrHcS4kQyXZxxcnbM1sBxfnLO5OyA4+aYvM45dBHDbMBg/RrddJPVYkljFJ+7+zIb3QyrJaYgjP2kJI1DNI+lxGvBeDjgwdefcvbkPsnJIf3zKXXS4fH7H1OPUj46fsD05BRTVSxcg4kirLdkUuGNp7YGmU/IH33I4+ND4l4H3+2H2l3HOB0hOim3P/c57t69y9raWnBOlpp4uIEwsKFShhtblKZgtrFDb+caq3yJEpJp6bjIl4w6KT0dxlDGBK8+VBTGp3XFk08/YndnD79eo3TEay/f4a3XXufBvY84Ozml10lo6pynTw/Ba5Z+zrwpQEfsbuzipWa2KGnKglvXtlnOllycnpDmJbu7Wwy6e1zMcura8KM/8kW8tURa4VzDYNjHWcfH3/ou440RP/nmj3F0PuPp/iHzckWNp/CeyGtiGmIlMOWSyarg4OiYugnKT73OirW1DXpZGkA8QpCmEQYwSKxtUEKidcB1xJHCWQNCkMQBXdmYhqooUULQeEOUKLyMcSLoLXoRxnRhtgdahEakACKtME4hlMQ4zSw3DHuOfkeipAYCfNp7Qy9RdNMMbz2RVkDgFZSNZ1FWzMqKuZFMCotxgRSnxXPw0w+6PjNB4Oj4lP/PO1/j7R89YGt3F9OU7O+fc6piltdvMj0+w1UNeeQRacrbX36Du1+8y+H//N/z7sET1n7u53CLIw72P8Jqx9F0iuz1SCOJ1jF1VeBanbplVXNeG9bTjL29O7z68qvsrq+xkWmUF1jvSHoD0v46VVWxvrnH/vk+Tz864HR6gHSeo3mMPH/Ilz/306xvbFDamGu31thNEy6qiEHTYXF6iHcOWz+Xl0aDMzWr6ZQbo22S/ib39n+TLbsgX64oTw15NaOwHhlHSK/ox4qujNjwGSYRLBJJFMfoSFArT6NFi1KTpL0+RBELb3BJSjIaU+vgFNTpDRG6Q20a4qRDXtYUTYWJYkbX9lg8uo8pa2YFzCxQBh9BZDt7bpteeN/iH7o829/n/GLKaDxmbVTQGENZ5nz66D5n0ynvfPd9jk7PMY0l0xHGeLobY8a3txAdzSo/Zmdjjc2NPk8fP2UynbCdBhu0+wcHJN0wwu1nEVknyIl3sg5OCOqyZp5PGNWaz7/+p/nROKGsaxaLGUWe0zSOKOlwfn7GsizJVyvGO5prey/R2OfaBc4HmzNkyATiSCOdA+lZlTleKLxVuCaMWrvdDFwIjP04ZCemMjS1wVsDRpB1Yoy2eIJHg/MOJQVIGWTV29K0lyVUJowHnfI0CKxQGBdMUpUIzVhbFmwMdOtBaNFSUlUlGQaJJo0jRt0u5/mCKNZEPjSGIyXQxb8jQcDXBjFfcX5wwMMPP8TbhtHuS9y6eYu02+GdaklpI5IiIPAS0eCEZGEUF3mJSDNm+494/Mm3WB92qBcr3GjMhXT0x5tsXM/56JNPQ/e9qvj05JT+y3ch0hycHjNbTBhEgun5kijp8OmjT/n00acUZUEn6eC0JR3sks7nLBfn5HWJUCve/+BbbHS28UnBh0+/xaK/xaxZ5+m0YuCDv0GZr8LM3kOURghv2Bp0OfvwIz6Zzvn07IQ3upo4S8isYRAJEuFJdIJMErSWNFJhjUIZh44VuYwIllaBVTZxkv5oxI///C9x73CfSZGzcf06ca+HNwapI2TcpfGSVV4yu7ggRfDdD9+nvzZg8+ZtDr71Tarigt3r11lPJBf7jy9hRjjhW0YaLXBGotMuZpnz3kcfoqKYuzd22hEjrG8OOJ/P2T+e4Jzj2vaY1bLCaMHWzjYdLRGxwLsFDs+qjEg6Pc6mE27duo5GYWpP1gsbNdZR8AIwgul0Tl42LOYLDo9PWS7mpNsf0MkyjHNIIRn0u/Q6MUpK+rtbqCimKAqk0igdIdrufG0sRVFRVzW1rynqIjTwCMjEJIlxjaFpapSMcSKwDrc2Nkl0xGQ+QwhI0whXGiIvwQjqZQU9AcoHDcm2vIharMalVfraoEPdNAF/gKC0juPpirxq6KSaKI6Q3tCnptvp4axBR8EItq6qgPGwUDcS4wKGJUvCaLWrJcOOIp8L6h+y9z4zQSDVms2NdVxTciOR3LzxEhc+ZbKasCqXpKYCa+h2E4wwUC7h7BSmc1zjmM8XLJ89pOsbttMuydMTilXJ/GyKvnWXT8uSp48e4v06kZJsj4dsr49JI0kkYTZf4Dsxk3xBTyt8pMkbw2KZI0QUVG+KlOtbr/Fg9h3y2RQnLXM/58b4GjKRWFOzP79gWRcsC8lAddFRRG8wBCWJiNFKkCpHuTbknScf0kwLGtvwrHDkxvNyL2HHOtbTDJ1mLEVE0XimSmBiT18YvNYIpegITZb0GHQGiNWK3nBMsnOd949PGW0O2Ny7SdbtkU8nWCFpdExtBEVVcnh2wssbG6xvbpGMhoy0JB2uUy0XjEcDon4fN5/jyxVS2ECbEf65QGZTc7j/hMVsQbVcsmwaNocpWhrWNofMpic8fviELIY7L19nNNzk4dNTukmGjBPKfImMYDSIKfMl04s5G+vXUNpxdjFFiIhuv4tUEus8RxcXVMbR7/cAhZKSyWzG2aqgKHPy/Y+JOglGJUwqgdtYp9vJUPWK4bDDg4nn7GKCbRqiOAMRrMv6/RSEpipL4m64XSiBqWtUGoGXYaZvgrpRko1wTcPpyTHX9q6DkJRljfXt+NUSkIBNwWy2BC3QWhB1NZWtoalJ0uQKAjzuJSiR0BjDqnEY61nVkNuGuDQoWTCQJdvbSZgyOEcsJVJGNKYBZ2gay8nccFE4UJJExjjnGKeSW+OUp8easx+y9z4zQSCvS1aTU8aR5Mtv3IE6pzo7QZ/NoVyw5aAuCrTqgYXkowV6dc6oXvL6oIvff8RGvaQ5n/KwiTgvGo6fnRCNRiz1A+7qnJdSz2kB670eP/PTP8FXvvA2ddXw4PETni6WuEbRSwST48fsP/6UjiogbuiokiiJ0RLWuyPSl17jWyfvUBvF9a0bvPXmmyzmJ9y4cZfKGOZ5jjEp508nSKlQOkZpiIzFTSYsnz6lePcDriEZpgnrOGZOcIhifW2Li4sTzlcB8DGVEi09Sms6lQsinzKl3+nTiSO2b92lv7kJeY6xlmdPn1DVDXG3x2xVsrezF0ZGUYQRmrqpODs9oc5LyrLg1TffoBCazBrW9q4xOXiAsx4lNVXVkFofSo3AlsLKMHc2xnBwsE++LHn17h3SLKGXQdMsiFTD40cPOTo8ZW19E0mHk1lDd203mJboBuFqZic5d1/eIUkEie4TJ10+vnefb37rHdZGG+zsXGf3+h5xHPPgyTGdLOXp0wO2t3dIkpimceS1oagXFEf3eem1V9jb20ApSe0dJ+cHNI2l9Eu+/MWv8v7Dcy4ulkwuzqibOmAAOhHOmitoOh6s8MgsIUriFhimUR1LaWsuZlP6UUbtGvYPD0iTLllnQFnlOJsjFFwCsmWtcI1DxoK0H2M12PrSWDX0qcfdpDU7SSgMrOpATY+0JNZB7GQgJaNufDVWlK0qtLcWWnGSRd2Qe00USTIpUQh6qaeoVjTmh+UBn6EgUDvPrK7ZXetTdj2Ymvj4iLWjc9JuRtIbknqHyCc0zmOKFeZwxZCStW6P7N67DOyCBY7/+dNH5EkPYyL82YpFJOludNFxBw/EwjNwOWk9ZdQf0rmzx97mGIskxnB0esIrt68x7MWcHJ8E2GenQ9Sy1Kw1vHrjLs8ODuh0EkxtcCZlPLzBOB1RNDWLixWTZ+8AHiUga2pWH32HZ3/wezRPD2A6J9EZQi65EQmupV02o5SBgie1wWrF2AucE8TKEzuBNoJVI5G9jJdefoXBWg/ZHSF6nUB99Y7SNpydnaGzLmvbN9CdAR2hyB3UXmNcQa/X5bVXX+VssaQuS3qjTSJv6W5tYZOMi7xAbyrW9vbIjw8pqxXCBWnRIMoqMNaxLAxRd8DFqmLgLLHSjIYD3v3gYz78+Jx50dCcTSmtZrSzSzeOMcWcpp5R+Bm3dm+zPY5pqoI337hGnCZksePTjx+RZl3Oz87Y2t0h0opX9rapHXR7PXpJgrcNiRRkcUpRL5k0glktkJMSrSSD0ZDSeI7OL6hKg+rd441Xv8jHT84Zr4+ZTS6wdcPZeR4MUxAMoxgRgxGBdGYag7AOLRU+EpjEMDm/oM67bK2v0+12iaOUJO2TlF2m9pjSVNS2wTmPEgJnPbaCKrfQgUhrmqbG2QAo2hn3KOqgTqQTQZJYqjpgIyKtyLRjI46I1XMdzECMU8Q66BMMM00/1dRNRCQ93UjTSyTeGpx7rmf4g67PTBDwQjJ3nqmpeHRyhDubMc5zhr5BRH10J0P6GmkUtYNaa5LlkiyfonSBLDxIT6NS8txRiZo+nmG/hzbw4ZNz5vaCnZtbOFvz7jd+j4NP3mF9Y5uNzW0G4zWGgxFZb8Dm1ltk3S6xUtjKIaRDqmC8KYXEO8vn3/ock9mE+XzGZHLOk4N9zuZTygLOlwtE8dy+RDjH8tkT7v0Pv4I+OiDKYmyiqZ2iaTyiaUhdxbbUVIsZpi7RQpH6Ci0lkRWsvOPB5IJZ2TCMO1RVwRc3bpEO1lk2NdY5ojjm1Tff4PHDh/QGA/rjDVAJTjY03mNRTKdTzifn7N29zVCPOHh2hDg4pTPMkIMRN9/+Ev3RJnt3bhEJz9H9j/ngm19ncnyCdB7pW4IVYLxECU3t4CI3DDdGHEzm3H96glSKJNVBbck78A1Z7IkiSbNo2NkY8erdIdub17EmpamDf8E3v/E+w+GATkcxny9RCpTWbO7tUZYlW1FMLAWr+QIpYGN9g08mp8xqzyyvye2CxtTccIHXXzWGVVXxu1//Q36yt0m3M2JjvEuxuUG+WnK8/xQI0xsfa2pqPJK6bIiVCvb1SmC9J04jhps9yolFRpI4jvEu6A+sra0TKc98KpgulwgHaZwga4GMYmztMaoiSYMM+SUZrZNGpLGktpayNkRS0YvDJKKqaqhy+plARoHyrlTrcaEUSayxzpAmglGmqJVGS0lHOrSoaKo5i9P3cNX8h+69z0wQ6KQxu1tj+t0YZxvK2lLUFToTxElFpGfooSGKNRenFc8u5twSjjXneDadEwlJp9cl0Yq7O5sUyrBd5Yy3+iQapoM+9xfBnrkoSg5PD/nog1N2tzboJzHdTsZoNGS0dZ3Na7fY3rnBeH2LwWBIFKfPhSRxCB/UYgb9PtYF+u9Lt+9wtiyYnOU8Ot5v9QY8pmk4ePaUyTe+zuJ0n26xwvqU3Ae8u3Cm1dGrSbxEecW428GqCE/EaV5xnq/IveDJbEU8XGNt+xpLK+iNNhgMNxitbSDlA5wQqDhBasXR4QHT0zPWbt5i5RSrxtAUSx68+w733/0Gg06XrddeJS9K7n90j8/91I9x6823mZ7OMI2hnMzpbW3w9o9/Fas8v/frv44vK+ylXFYk6Q36YbNIhcOy/+wZSjbcuL6B8I6zaYmQmiR29OKC7Y01innBMIl44827rI93SJMRk6rm977+Lt99/2MePHrMV778JQb9Ib1eJwh8SMVw5wYbbRZ2eHDAcO8Wg1jyH331q/zTf/iPmB58wvmyhFWDcRYVxWSR4nwyx1QrjEzIa0Ovn7BcLVFCsLm1g4gzpHMY55mtJtRFDdajnCDRmsZb6rpGao2UmqwvEN6iEt029ySr1ZIoismyHkoIagSrxRKpAq6/P1inpKG0Oc65KzKYACQGIS2ZkkgvMA6kCJwH7wuyyNBJOviWu6GVbkldAoSnaSq6fcH4/0fdn8bImqX5fdjvnPPusUfumTfvXrdr6a7eu6dnhjNDzlDDZQiBpiWIkC1AtiVbsOEPFvzBn2xA0Ddb/mJAgARahA2bY9ogDQ4NjkactWem96Wqa69bd8+8uUXG/q5n8YcTmffW1kOTklE8qMKNiIx4I+LEOc95lv/z/7dCCuG5CjAa02jm52/zzk9+myS8QZZe/dS995kxApub63xu71UcPvvfHaQM5zXB9BTKikA5wtAhCej32tAXJGfn0DjKvEG1YqJYkaQRX964xgenZ7SNI5k8QvYHtKOAQdaggarWTApHUUfsZkPKeolZLCiXc06Pj3jywTv0B1sEWYfu5pD9vevsbF+jOxygosBLaFU11mkmkwmz6YLJZMLB6RllYVguZpzpp+zYLeqq5MnjRxS1Ibr+OaZv/4RstkTKkDD02VwrQyohaAgpwhainZE7xdP5nLunI6amJlAhtQvopB22NrZpBQJbWeIoIYnjy7bfOM0Is4Sj8RHj2QTNDeZOsNQN4wcfcP+nP+T84fv8N7/9f+XK175Bd/0KL37pi+xcvUYWhQgV8vr3vsc3v/wVbFUTZLe4+epXef0nrzN78tgTcwpPMtrvtlhQMhtPuX5jjyztM52esFjMmM0atq9cA5lz49oOraRFXZ4x2GyzuXODres3ScQWT54c8U//69/lO999nbzUbO5ssraxTX8wQEov82aN4ejpE99ZmcSkUUBZzFBNQNLr8iu/8iv8w//qdY7PRqz1uiyrivNAsDNoM5mOyJKU4foWL37pm1gZ8NYbPyNNUkzVoJRiXtRe7GTFCCWF5z3UjSOMEowpsQbSoE1eTEAZ3yRmBGmc+uRgna8aigRShMRJShyEWCRFVUEokDogDBOMrrDW+PdyhkJXqzZiL1kvhKSuChJRMEgDBJK6bsjSDBWqy3yCs4a6KpFO041hpoUvMQYRshFMz9/nwaO32d1aI0s/fe99ZozA6HzKveP3PRmkiBgoSbOsCLWkgyIQvrlH4VCRYj2SiE7MMoLNToSwBhYaqyyT+ZyZdvT29mhXS96uDOESGuOt7/7eFa7s7vDTn71Je+0q77zxY9ZaIZ1YEQEuz1kWTzieltROsbe5xs7agL1rV7l252UePT3j6Oycbjvj6OkxJ8cj5vMFp9MpG2sb6Jal0GNcsOG7Do1mJAJcNKQdhgTakgURQSiplcQGgjkNb880eUehRcSkKlloQ9Dr03d4tWNXYK2mXE5Z31zDSUlZV8xWNFy+l96RdgYMdwNKAXPbUAjLfDLiZz/8LieHj4Gaycl98j+YsfmFrzLc2qA8HzHLl4Bm69oeqpUgWwmNlHQ6W6ztXufs6Skq8ItUKcXasEeWpDx6+IRlUbB/7TZBEvHO+w/QtWJn5xrWaRotGWzusLNxmyztsLP/AkncwRSCW4M9Fv/kv6YoKoQSbKz1abVSuv0Op6fHhHGLIBS0Oh3anTbWOA8BjmK01ixnS6w2tNMWT09OMOWCIJCcFBPMLMI0kEvLC+vbpEnCcH2DK9sb/kSOQoxxHB8fM5suePBgSV55uIDWBuk5xEiShKZ2RCKh1onXkcShhddOdNZSFhJrGmaLuYczywAZRIRxQlGWNKXGGcU8rwgCT4pineX9ew8JV5yP2lhviIIAJTTraYhDkxcFSZZ6vYJVP4gTCoSiqTXWCVJp6cqGha5AKWQisE1FUbgV2/Cnj8+MEVjWjsOxoWksnU7I+vY6jxYlppXRE5Y0DImFIKTBIuiogHhrnaM8pz/skiQZWR3z9qP3+KOH77C2tU4ZV4xqyTkp+ZFmUZdcGXjSxs21IUVeUVSGn919wu39HW7ub1E2NVFTU+uCH/3sA7RNGe8vma0fMzp+wPlkwrgOmSwr1gd93nzrfU5OzzEI8qYh6/ZJREzQxKAEYRhhdUNelljdoMKQRCqoDLEM+aByTCtDoCTvWE1tDeF4glKSKI7pJglJmuIcFEXuMeZNye7eLt1+/zlaa6+dqMKIveu3MI8fc3T/fWKtWVrL4w/e4e2f/oCgygkkCAlKV9jlmEfvvUF9dsJ4dMJ4OmJtOCRKEza3t0H5kyjrdCEKfSP+qr02jiPqumBju8t4MuKDD4SvggQhCosuZnzh1S9hLGzurNMb9rlx51WUk0yOjnBOcXx+zrwo6a8N2N5c59VXXuTa1SsEYcAybyOVIklivvGtb9DpdImimDzPybKMKAxpmob5bAp1zW//g7/HuKxZTKYEQjPtr/Erv/Xv8qPv/QkqStja3mJzZ8vz+HtaX6RUXL95HWMN/+QfjRhPTjHWC+E6a2gq7SXmQoVpNGGYoaqGQMVIFXqgUZFT5At/kivvuUgVkOc5deUl1nTtMBaM0zhrMKsKy+/8f/4+rSjjy1//JeIswzQNAZarO+skIqWuCoIoIlLSU7HJYMX65GnOzk8f0+l1SOI2UT1m/OA9hFIM1ndJZUg7axP+64IYrBrH+dJiNKxt9gh7a6ioRXt7g+XihONliWssg3ZE2uujgwChIo7GM6J+j42bN2lFGY/+b/8lp8sJL7TbxJSc5G3koM+8LNArijLnIIoSbl+/zh/+2Xco84p7Dw8xVnJtfw9FRVnllEZw9dpVWsMW5/NjOqEmX84x4RqtLCNNMy9VveKSSwQYd9Fs0vU9+M7z5z98+JChUHRMgHZebWYuAu46xbnVXFGSX/jVX+RguuDgvfeIwoA0S+l02mxurBMGIUka0+t2WVtbY3N7hyiKLnnzwav1SqW4dvMFpmcjvv87/5j3ooxSSkqTUy0mBKbBIWhkhkoS5pNTqncM9do5+XzC49ND3ik1m4MNBptr7N68yd72HvPzM5TyNXSAvCh49933WFvvsr7eRzqPgivLknanTTsFXZ1hzZSd7X2OD55yfDSj1d1H2glZqBmNG7773e/yta99me2/9uv0ux3OT0+YjM+Z5znHp2dcu3qDbq9Pt9uh0+7SarXpdjto7RV/ymbO44PHdPe2yIabXL96DaUiqnLJ5s5Vrr70Mg8OHnLv4T3+/M/+jKzdZjgcooKQKI4IwwBrPYt0nherJklBFAUETqFri6ktSSsEJKIMiIMuWdIlSxKW0zF5WaJWBLVpAiqIqZsGgCSNaXRNTYkLLHEceE4E59350YM/Q/TXOLu7YH1t6FukhWIhd7BxhNGGMMrIpy3qfJvlbOhBQlJw7+CAx+/9kMXkkJ0r1zCmhuk9ZBBSVKesJQG//JVfYFmvP+O+/YTxmTECYsWn56zm9GRCK0vZ3BzSJG20a4hSh3SWzUGPcG2Hw5PHvPXGG2xt7nNnY5vB7j6qrti5tc/nXECwvs378wk/PXyXoRarDK9/L88QJUnjhF/66pd56YXbnJyNePvtd/npG+9xdXedVqtNELe4ur/D9Rt73PvZgkXVULuYKGnhgLPzc68YEyiiMGSYRGAamjynHbQviUo6nQ7dbpd7r70JrmCOoRcHnIctkuufIzg75fT0AHFyTjHL6Xe7BElIv99jY32NrY0h7XaLVqvlG2JW/PbBSqZLriimjHPkTY0QEe00pTobUc0fEW1v0+5GlNLgzwSJIEZFKct5wej8IdSaosw5Pz6hKipGT49wb0P24x8RRxFhAFkSYJzCCWjqhqOnxwyHA+KoRRAuMVoTRwndzhClSnZ2N6mbJSfjEaezkq3tXV77wfeJ5Ii//Fd+ERWEvPLCJmenI3b3Njk8POa1N94ikCHrm5ss8gLnfIjz8HiKfviUfDGl0YZ8PsM6h3EB4/E5pipwQhGmLW597hWGgzWWiznOCl548Qv87Du/z6N79wlaXcJHT/2GEb4xSgDOOJomxzlHkRe4SHEpYmsFRtfUlUPZAZEMcVYxnS8Yn59j64o4VKRpi6Td9WxCodc0bKxmrhfYVJOkAmE1pjG+LRtIqhCWNc1szBRDEHWQzjFqlsxCgbDegzhaaEa6RakjTk5OSJKMmXPsdhI2tOH05IhBq83WYI0iH2OrUxJr2R9u83SWMl5++t777BgBVi3jzjBbzlmWa8zymurgKYNOTJamCBwni4p89oSyXNJoGE0niCyDUCDKBT0l6XQy3nvymIdPjyidY6fVopUmTGYL/15CoFY8dWv9HmuDAbeu3+Dm9Zv86I23eHj/A56eTNDWMRx02d/b5tE7CdalyKjD48dPyIvlqlzjO9faWUYnjTk6OSIOA+7c+Rxnp6fUdU2RL+l2uzSR4rWnM1qBoJ2EJGstrt24TW4t947us3zykH5/wNrakHa7zfb2Nutra7TbGa0sI4pClLAYoz0fovXS7RcoPmMMy+WSsphw/+FDZJxAWRElMa6uiBAoGSLcqvfASUazBcvSK/bYFUmo73LzRIvL6YS5dayt9cjSzsqQCsIgZHNjhyhs0e2uUVU1eZ5TlDWd/pDR6Ql3759yTaRsd3YY7Fzl9HxON67ptgNmoxm1bpiOHvPeW+/wwd0PKEpHlGRsbWxhHVzZv06yipUPTpdILNjM88WnMaGESEhU1kVazdbeNa7eeYVrd76AkNDbhna7w3Bnl+X4hKu37tDfvYrAYYwhjj2Ji9Y1+WLB08d3ycsFUeihwjL05KraOEzjENIxz6c0tUE3DXkxQypHlkQYGZC2e6B8yW+5zFksljilKEyJ6FniVgBL36p8Id9+NJ7RzgusMeRNw+beDdqtlDwRdHtdXJghoxYTEXAYbfLa+QwbtwhEQOQaUmk5sV221re5sjPkvfdeZzrPiYJV2dMYjDb8vK3+mTECUjiSSNBtdcnaXWSgKMqaoJVgVUiDn9i6rCkrA1aTZX3a3Q7vPjogiEPE+SNmRU3jBKeTkT+lsjZJmhGnKUGlAYEUjlC5lSCE1yI2CHY21/mVX/wFHl/d4+2336a6/4AojpBSUTaCoigZTGbouvKUYtoyO5/QWMeg1QYEda0xxoJ91sFtjCHPcwhDJkHCaV0hjeNq7egcPaXKc3b3b7C/vYV0hk67xXC4zvb2Nv1+nyRtEYa+1124BmtqdFXQVBVZu4dKvBFw1rPiBErR6nTZeeFzHN+/T2kbTJ4TyQQFCKHIBgMaLNpaojgijmOaxqsIBUFAp9NhNpvRNA1KeXCKlNJrPuDJMGUgmEzP0XdLoiTh1u07PHjw0Pf/b23SbmdkaYeDh48o9AHvv/OQbmL4hS9f548OHvDg8REPHx0Ciuu3hvT6XVSQkrVaHJ2cU+mStV4fgSNUhjgKiaPQo+VU38fsRlOXOdYY9nZ32N7fozPoI6W7pNVK0pjdvT36/TbtTuINnYyxznm1CKnorg04Ow5XfQoBTkucVhi86rQwYEOLCR1GO+IsREUxURqRJimJyKjqhrrWTIqcxXKJihIwGi01ISC0JIxD9IUCkpTcvLFDEkmSAPr0uH7tOr1enyiOCbvrnFeCUqZs7nS50+uxM9b87GCCK5dkesILQ8WLVzapipx//sd/xk9f/wE7w4i9zSGxFDgB2kQ/d+99ZozA+rDL3toXaLfbNEJQ1pJ8WTKenlPWFRsbG2gnmFeafLnEOUc3C6mN5fB8wvhHr/POT/6cL92+hUja9HoDkjRDBBFaa0bjMcuiwrPUOqLAYKzC4mu5wlkUln4W0r59g92NIVd2NnFCMp4tOJkseHp4QNxKCYKYZV6Cg/nYG4EP8hJwXjnHCbrZI+IkJFKKXq/Hzs4Ok8mEummYL+bUtWY8OYe7b7O2vs43v/XLdFspo5NDcJZWK0QFBmMKXCNRwUojzxoC5clJ66amyQOk0eAsUijSMKYC0m6X/tVrFMDs7AlmaZFhiPWEAZSmptKaMI2JwgjdNJ72zDmiKGJjY4OiKKjr2rdBRx4tabXxbMdSIAJLIA3C1LSTIZEMWesPGJ2e8OToEfv7V5mOpwRRxNlkznqvS6xqRqcF9+89pjGW4eAq2jl292+jjUCoiEf371HkJUVVUe1t0XFtRDXBNWBKgQoVtZVINFJYWiqmMSXbbUE3crjiFLAkod/o8+k5UWARaIRekhclUZSCc2gHy6IgUgHW+DR6GAaEQQBGUhcVTkHhaqwV2MARpIo4lmSuTTvpEKuELO4wnky84EnlwVllPYfQ0OrGxEGANBItNUJ6FmAhYGujBStY2Y0bX+ALr36DTjsjzbroIGFRG6wIkNagmpxmOeGgeER+/pROfcrZScUfv1kxmY8Zj+bEoWC3v0NdFaCklyP7V+UY/P/X2N4Ysr+RUmvL8WjK08eHHByecDYec3B8ipSCLGvRarW5fn2Puq6xOkQtlhwcn3Hvg3ssFxMWJmDQbmOd8FTOVYMFtBU4EQCepz6IHEFj0VatcH1mxcsnUEqyORzS/8pXuH9wwGuvvc7ByRFPT09Yfn9BGMTUtUGpgKr21w/jiKyVsjZcY3drhxv7VzkenXipqlbG3t4eWjd0ui2Wi8VlK+vGxgZf/OKXuLK3y2Jyjhj0qeqCIJRoXVMU/jsUizlhFK562T2VtjaOoDQEYYgxFiclVhvysuTRg/sEQcj6zZssZkfUzqKFJ58UQJnnIAVJliGco6kvVHo8ffn9+/dp6hoQSOUlxaSUiMAXqYMwYjDYoZrNGXQ3iIKEp4eH9HtdToUlWetRKUFZ1NzY3qPbW8MS0mtFBNJx5UZKXZfcuHGN8+mSrZ3rnI7OuXv/PkXZ8NKLdxhPzkiSGOkMWXPik3kyInSC2AkUBms1wijKYkpbFbTrM+TsnDCKUU2EUyEJNZ3EIusz6vM5mACaDIRjkRe0khapDAk8g6H3NKyhshUEAm00URwh4gjbNAhjEIHGVILFbEbtGsK1hFY3Y5yfU7oaGxnCFNKOZzUKrU+cFrpCrBibAISoQHi6uSySxKKgnI/53nf+OadnU2aLOY3RmLqmLCvyqqJqKqRrMJFg4kDKkFaasnd7jfVhiyRJMLqhqEAISyPtJXP6J43PjBEAx2Kx4OBoxL0HBxwdn3M+nTNbLMFq8rxkNpn4xlY9wzYarO+IG01mFFVDksQ8fPSE8MZVkjTErDQBvdgIyBV9FEISJy3CGMpK4kzoCbWkxDbOJ4uEF8/Y29jg6OiQ9fU+WZogneL8fAyBxElF0ooJwpBev8P25gbXr17l5rXrDDsdTs5P/QZKEoJAcev2DTY2B9R1TZpmZGlGu90mzVJ0XYDTtNKYOI7QTiAIwQVoFE4ESBESZBlRFKGCgCBMiOKMJE25dzamahryumA+GXH6wXtce/VVpAqYTubkRUWgfAuqkhLpvHItK+78S40DPG+/rWqkc6hVg4qQAmu9OjOA0QbbGJI048nxMY12pFlE4xq6wx5ZtM7m2gb337vL+voa1sCjw2N6vRbzfMbu9T2ODg8Jo4ivfOlF8sYyn83otltsr62jdUMSBysabuhHFqRByorASWQQI0TAiqGRVPbI+73L+QujxGsPOkuUSqJORisLUUFI2zqEqsFCqioCWyNrhXIes+/XjIYE4jijmVia3KLnucf3ZwonDUSCqqqp6gq3gFk1Q6uGZKgIwgSVOFQosJVDN5bGFKhAEAbR5Xw3RmOd4c7V67z0uRvEsuad997i23/2xzx4dAbGIlaJ5zSNaGcx7TQiS7sMeylppLysuVIEgZ+LorqQq/e9BTZ0P3enf2aMwPl4zgfvPOLp8TnzRY7Dt3oqJRnQwhgP34wCRTcNSXstJA5jM/Z312iMpZW16LZafsHiJcdxnnu90YaL3HgYpvR6OwjZ4FyDbVKaFRy2rhriOERrzWQ8od/u8M0vf4UX77xAXWmKoub1t97m8PgYiaTX67G5scnO9ibrwwG9doc4ii4ppQOlaLczjNZkWUQUKv894pgg8O9zPjpHCEkcKNq9ISqIKSvD+vo6WauFCiOCMPQc92G4UlTyVQJEsIovFdqUVEXObDohn0w8CelyST5fUtU1GoMKFGmaEqiLPILFrDyAZ1JcfuOFKBCOeIVIdCtuPFb/NPWSZVMRpxntVosr+/t0OgmjyRm3rrxAv92iHs9wTUmnv8Z63ffkrMM1tLF0OkNu3nyRfm/AeDrjxdu3aHVazKZLlLS0soCzsylY7Y0BXqnJWYe2NUqFPgySnr13fXPds/lKi8NiXYOzntEnTkLA4oQjVoBrMM4iRYVtGnRjscYnRSMZUhuDCiRW+e+vlyWhCxDOcwnWtsI4Q6M0DYbZeE5ta4IsQElfbYgIoBKY0mK0plEVAkiCxIutAsb4nok8L3l8+ABdLHj05AGDXoy6vkEUKK8/GMdEUUwglZc5D9RlJ6Hv43A441mYERJnBQJ1qbX788a/kAzZf9djd3fX/Qf/k/8xTeOlmZ5XcvLjQhXIXqqtXEAn/fC4aiXVarHay3qvf51bKcdAkqSEoXef4EJbUF7KVa1o9HxpyuhnwpFeHwrrHEVZUjc1wgmCICAMQ4JAXdJI+7cWlCs68CgIVtdeyW0/J2Lp39Y9U0FayWk56wjCYLXRn9F+f9ovOl/M/Qm+ogLLZ3OSllczKubzD9FOP3/y+7f3f7ukp/aw9MvnCOnr6BevaLfbCCEoigJjLUp6g+SFOASNbkiSFIGnIROwCll8m6xUcoVwlGRZhoBVT4JPmGltvHyc9HBZ5yxp5E+5D83bRe/v5S13yRgsnvtel4pDq9/l+XXl1aL8kyrtVt2Rc9/0JFfPtwJ7IWcs/Hxc6FU651a8/6s1IlitgY/+xiuxE/zfO2mHOIxoal+xUkoRKE8ZdqF/cXElcbmunn32i3X2IZm05+bn2Td2qzBY/bcuQ/bf+miCFkWyefmVVhW8535mPySW5kL996PD+dWb6tyj4ZB4SYlnquTgteeXRXH5SFkWLPOFXx/Ow1JxkGUt+p3eSu9Ooo2mqivqaklZVz6TTEBeWqxxdLs9ougZpaOX1K6ZTka+jm89SkRKtVK+BYlDawsyII4ijPbXRUqc8YnGIFDg9Mrw+Q18sZyshbrRtLIuwaqJBQT97tqzeRlu8anjLzgl4CM/AFDmsxXDTYR6zrhoo1l51Czz4tnuA8oL7Kpz0Fy8saaoPtLr7j58J0m8ku+FFsKFTvRqe3usgNEepbeCM4M3aNbqS3JUuUIIrrrALvsfnk2Ae2bwjfM6jiJEqciLzASeNMToEqO9nqVYLRQZrYw1wn8O6ZGIaZohpG8dvjBMsCrpWouzFitT4jghjeNVI5P2LcjWIJwlUCHGeUPQarWoK+PRpFFwKSbjPdiKpqrQTY3RGnAYwDh3eWh+2vjMGIEnrVv8aPir4BxOrCSirXdZ7XOWILMLCpl5V9/b/tUVLkQ1DV88/SHr0/cobYAJGqQNvHoQsNmZkyQJw+HwUgDzrbde4wc/+BPC0NI0CzIhcBa+9vLX+YWXf4udjS2iOGRaznnzvTf5xz/5AT999x3iOOD67S0Oj0bMz2v+1t/4t9nfv3Z5Aj19+pTz8xN+/KM/JAoUyzyn0oYoTuh0+6SRZCuD0XlJ0bT4xisvMZk+QYcaq1osJnNOJ2P6gxbCTAhjQRjHCOFdQiEUs1nDg8fn/JW//LdZH2xx8yu/eRkbsspAX8zPxfjwnv55nqB77h93efOd7/wOs/EpB8dHGOvluZ2VXMp9s0rK2udOy9X/1jwn5Mkq/n7OWHz4tuXLL7/A+rDHyy9dIVA+LJLK4VYhQFksOB8dMZuOSYKQXqeNVJLlcsZ8PqfWNUYokigllCFNZXDGkcThZbLT4Y3GwZllMq/5wz/9XYI0oD24wmBwFadLGr0kaqeMT98nXyxBRBjXoERAf30HGSqMcSynM9qtiCzt8OoXv8Xu/h3e/eAdDA22KUgCyfpwDzcvyadjHkzGfO7mi7z0witkuuT+0btM0VSFIRSatV6feQk2sPzGX/1rHD5eMBhkvHBjnzgQFLrBaMX9u3d58t4bTA8eMTo+RUjDPLBUNcSdDYz71wAnIJwhMCU438appSNwhkaAdPLSGQpsSeAEVqjVibCSx0LghEVZQ6ESmrRDr5gwtw1gfaz03LhYlGAJlSCWkkwJGqloypoqhw9ef4d3bcb2N79FEyecnB3z/R9+j/HJiEQK0ihm2O2zWOSYhXfj7QoSfDGCMKTT7WHKJWmocBbyZUnZzFgbtEg3uuwnKXpieaErmfb2ODYWRMB0sqSuDcfHY6LIecTZcolUkl6vjWkqprPisrR34Q6Ky+MOnj/p+MgjP39cnIwfMRLP+dZCCuSKhdSKZ67oSuGbSy1E58E5QgjCKPBNYs9tdvGh1z5fzvIBrXNQlAapNC0VEgaSOM5otVo0accrJDvl8R9RDDiCICJJ2lBXNC5AygghA+p6TpGX3iuT0pcCxUUo5L+usJIoSAgczKbH6KbENlPCSqKrKVIFRElCsTDESZv+YIOj4ycA1HWNjiOWywJnNBv9NZ6kLUajB5TLMSQRYrDhqxpC0O10OT895kHcYm9rk3ce3GVWnhJEMZUuqGpBKx1gdMmV/V2q3DIaGQJRMRxsgYI4SAiR5OMxTTEnUBqChkBV7PYGEKacz5pP/aU/M0ZAOkvgah8fE5DanL3FCfNAch5vrxY3BK4idAqL4nlPQABGaAQBk2STrFexbgty7TXcvFPx0eW/WnimpsrnxFoQZ5JpUVM1EUSC+ZMHPBl2qITix2++zffe+RkLpUk6MdJ6ItFOK6VuqRXs6MPbJggCkjRG24JWHJFVhvG8YFbMWcw1jemzvvcKuy9f5em971ElFTbtY+qCMAIZaKQ0GOsolg6kpdXJQEhqXZK1WqSx/4GF8LFlEidoXWOs5vkEy4ej4Z+fC3reAFxqFTv33GMfzhkI90zS3Yc5wishwSr+9/mObrfHeDzxm32VA3gmSS4+dP/ZzyRotGA2GjNL5iSpYm1tiyztEoYpadLFti3GlMgAppMpeVFSFhXT+QIVtcnWBx43oCVF0bDMSxwQX3gDzuKcD9HCIEJXNdP6kN5gn421bY6OK6QIsXq5Ep/RJGmKkCGLZUGvv4PVsD5UlOWcMAi4sneNTpJye28XPX+EWWqsTVguJ1B6Q/j08CFmviCoS6I0pHCGyiwZz05ojGYyrojVKUmk+Pa3f480jshCwWJ2xvrmTXau7LDd30DakmY5Ig4qon7KuGgobcVuP6T4+exinx0jIFwDtkAZgVEzBsWY3dED5sLRbEQskg4OjTIl0gkCq4lEjZMRBREGv7A75ZztxYi+mdGs2GmdcEjscw7th4fDEkUSnEFXDqsE+1c2+cr+bV77zk/47bfeprCWbUI2N3v02gEn56cs6oLTk1McXj+waT7B2jrr3cBY0OnEWKDfJFS1YzJbMo9uoff+A06TIWK6TjT6XcrTdxApTGc+zm2lEmEF7U6MkwZtGupqgcGhsKy3n2X7Dx884I/+mz/kN/7Gb7J7ZQ/nDIhnGxfEh6fgE90C9yn/+pzGhe/lN49jdahi7cWpDvI5owBcqhyHQUCv16OqKoqiWAGRYqrK07JfeAXPG4IojPjc577Io4cPODp5wmI5A0KMhlYWYbRv3pEqAOGFOZ8+PWE6nWGdIOuEhMGCK3tdOj2F1g3LxRxroWksQvpSsrUXFZN6hUoMca5msRgxHK4jA0edjwkiiUOsyD4tTVmyfeMa4+MD1od9pjONrhuyJKWVRnSzNnlZY42jrmrG4zMG0QCAMDJoO2dy/pjHT1qMiwVFXWBFSbudsThbUpYTqgJ+/NMjruysszXo4aRFJJLJewcs1/foipDdnRYmLzk8njAdL7l58zrXOl3eP/p0WXL4DBkBJxqkK5BIdqanbC0nqKYglTU7+RGPlKQJHMI1KAuRyenUZxgnId2kkgGBc/SKMZvjB7REg3ManM9qO3HRTvlchlWAcwKpYmSYsFhMPZBDBizzktPFnHRrndRZysWMII2Iegk69DpvQniwUFWVVFXzieqvWjcsl0viboSQgqKqKcqSYSdjb22Nw84tpuYK8rwiW/9rhOWULXXKrDhikecEtHFW0hjNsqxpJYoWknDFTNvvxUyMx6ILIVDW8P7PfojI2vx7/4N/62Ofx88FXoBTfLI34Lf48yHFhefgPmQzpBT+YjjMRb56lcz1RnflbwgHwhKGGRCxt7sLwOnpCWVZYq0v/15UUD7p86gwYf/aLbJuxsnJI8qq4uHDhyRxQJYESGmIYoVUAddv3CDLOrz22s84PTnDiIRut0teFgz7XbTpekZh3SDwBqcx9lkFKQxp90Lidou6cdTlHGeWiMgRxgKwnga+XhKpBGlmNOUxxeyIJ9Uxe/u32NnYZjk/4d33KxZFBSLFyYQ0jtjevIpdauo6pylzam1ZFDnvf/AGJ4tDotSCMhi9RESCsixwjWcrMlWFLivmhSaWKct6Sbn9hKvrW8jAEipFSwG6oRWEFIslZSWA+BN/a/gMGYFQ16zNRzgRsDM+IKnn4AyxM3TmT2kFMYskRbgKKRpiW6HqCctliQvaIBNwmkrAUZgyNJaeNdRKIe0FQuDDw63c28Y0LJuC2la4yoCKOVmcczpYp9ttUT8pCQNHNAgpZc3ReE7VGJK0hdGOutIYwwqS++ERhJLeIKHdUrQS0EYx1ZA3Ddd215k1C9zshHkpKNKEnd2X4PjbRMtzsrjC2ZC6acjrCuMSNrIuG6GgOR0z7HT4/Bdf5ntvvbuqbEAr67DZTvnxD37I3/ybf5m1wdqHP9BFlvrCGnx4Rnh+oz/zAz7+mBCg5LM7VgDCV1aE9Zz9zjkuzKKUjk57gDMhTx4/9SSdUUa3M2R0fupLe3jRTn/JZ5/NaMPpyTm9fpdud0AQQlXkjEdjnGs8N4LyVRO1wlG0uz2SpEW367Ppi+WcOFYM+i3a7QywFEXpE5nGYHGIRuKxBCFlaajNkijusrXRRijN6WROvmi8oo/SWAdZDLrOOXzyHlhBTEK1OMMN2rz53ht0e3tsbFzl2rUvMJk8Jc9PiJKUKp+DgFbSIegnHB48IW9myLQm0jGLfIlzlm6nhwHOTz0xaisMKKolYSWZjB7hRMPZ8YTMlGz1ttjY2CaREfeORhweHhCFjkKsg/h0I/Dz2Qb8j/F/FkKcCCHeeO6x/50Q4kAI8dPV/3/jub/9b4QQd4UQ7wohfvMvuv7FGFQl18eHXB0fENslhWyonSAnYhYGOFch9QJhlwi9wBZjlos5s7Ki0jW2KUFXFEHAWXeTWTYkJ+Y8yyij+FMjYIej0SVOaUQqyU2DxlLbhtP5BOIALRxxqCBWnORLJssli7qk1vVl33iaRAThJ7C6ChBRQF57WrPQSFIRY2rFsra0ip/xl1o/4AuDKXZZMGu2eP9xQBr16HWHGGdpdRS7/S5f2d7k5XZMd3pOOJvRVQmDMOX2rWuEocciBFlC1kqYHB/zox++vTqd3bN4fnVbOO/WC+xz/7tVAvbCC7gwCg7fBO+fdzGUkn7T4xmVlRAoIVYoP3kJw/Yuf0q73aaqFyzzMcenjzg+eYyQns8fvCLyRTjwfLIwCAP2r+/SH/bZ3r7KC7e/ws1bX+DWCy+ye+Uq7UGfGkupNdo4tHNESUycdlAyQRqDNJp8NsPohrSVkqQpSeLVgIMg8LdXuYHR+ZTZtIRG0o4toVrQVFPm0yl1qXFGIlyE0VDkS3ASbQxVleOMI88XzOclWWef2y98kW989ev80te/yVe+9C0ckh/84Hc5Oz3weIFOn6zVpawq6rpAa810siBf1NS5pS4M1VKjK00gBGpl8JpGM50dk0UV3diSKdBF7qHlKsahwArm05ym+VcPB/4+8H8C/i8fefz/6Jz7339ovQvxMvDvAK8Au8A/F0LccRfm/eeMSFdk5TmNW9UBZEweRUyzlDzLiJwmrXKc8i58efKUZn5ME2QMZYV1DcI2IGPqMGDiYmzcYtJpYfOc0DREn+Cui9VpGEUhzbIiiEPCVFE1DUVZ0+uvQRSDtRRWcjyZgZAEaUgYBytSD4dSEeEnGIGqqnn06IRiprmxF7O/1WIjVKhQkQYG3JgXWnf5S/tdbh5LjuaG7PNfRxZvMS6fsrdesd0z9Akpj855enJA4BxNkPHG4THHv/9dsivrsHEDgDgJ6Q56fPPKXQ7e/iHTb7xKt9u+PMLFsxvP5uC5z/vspH8W+zt3UZv/aNrzArfgpbsRDisd+gLI4ny4IJD0ukMclrKe40SDz+ArpHSUZY7PIboPeQD++mCNZnJ+SL+/gQwCnHaEKmNz6xqPHt4jzRLitMvx00PORgt6vQytLefjKXWt6fQjwkDhrGG5KOgPhoRhRK1qwjC8BClN59UqIWoIAkldL7A6oModdaORCEIlUdIbuaasCbOQqqwQUYBziqqx7K7tc/XWl7h941W21tfot1O0hXm9TphuMj6fs5HU2NTy+PF9RmdjlsspMjGApCxqlBIkUYgUUBcVWFAKnLFMzmscGttdcnUvJU0NjR4zTDPmi5zjSc5sWdBKFHEosUry8zbgX2gEnHN/IoS4/hc9bzX+TeC3nXMVcF8IcRf4BvCdv+iFGqiEQgu/UbUUFGlElUb0dM2gWJBWC6JeQB4ICnOMYUbQzejJEU9rwWEuyTJwosYJx6KdkloQQYBIEuK6/FgizAmPAnTGEiFJOi0KXaMbTdNAmvaIsh7ohtxYoiim3ekAHmQ0W1QeFFQXNJ9A5iYcuNrQyrp0+21a/RhdW9IkRsqGua74vR/8lDv3j9neWmddhWzeGrBY3iGUbUJ9Tvn0AfPDByzGUwSQW8m8rikjRVJpZKFXoB1HqBRB1qOjNGZ5wAf37vPlL30eIS4Lqc9tZXl5C8dlSOEu4wV/XwoHTsJqKX00iAiUotNt0TQ1dVVTaktVG5/pd45QRQwHm4xGpxh7kaoWtDtttKmpmwohn6E1veG5MAgCYzSnxw+Yjc8Y9NcZDNZRKkO4iCTs0Jia6/t36GdbPD16SF5MuX//PnmRE8UhYRISrlh6JtM5e1cCwiC6ZGa6QFAq5QFZQQhxIomTgLLyWIswlLQSybissBZ0U+NMw/g8x2nJYDCgt9YlaLW5eu0LfP6Vr7K3vkkUeqhx1TTM5wu63R32r71KsDJ20/kpJ6dHpEqQpSlOgRQNgbA4V+OsJFSK3Di6gzbdTkaz6uLcvzokyUI2dtaQNVi9wLkeQZJhcbQySRRmWKeofo4V+FfJCfwvhBD/HvBD4D92zo2BPeC7zz3nyeqxv3BY5xFOTgiEFQTW0qoLUlfT1o5Q51wdxnzlWosGg9q+TiihdgoVwO/dP+PNRzO2t6/TkgFCPOucEk4QG3vJ5vLx4cjiBKVCdCjJ6wbnHHEkUDg219eoypyjySFCSorCtw3neYEMFGmaoK2l1h+f6TQOGfZbLJeWrV6P250OqYzJkgTTajEYCv7wO29zPD9g7/yUwGrGi4Zub51f+spLTB88pVzUCOsIQ2gcnC8Nc2loBYZQSYIw8CpBgJKCrNvnvXNHXcwI3rrLq6+8QBQqD4/m2WbnsmKymoVVtCB4hr3w3CIO4ywCiVu95vlyXjvL+PwrL1NVJWdnI87GM5ZFRV1XVFVDu9cjUCHLfEGn3SbPa3TT0G71yJc5voPTw29xH/emrLXUxRzlLPc/OGbU7dHrbzNc30FKw8mTI/Z39tlc36PT7vHk4B7f/e4PUErR6qY4abGrMOb87JzToxM2NodI2cY5d+kNKOUhvIHyxK5hLFnmFcIlmKJhdDbFWoWTDuu8EMp2b5uktUmrv0YUe/6BzfV9dtfWaGURQkiM9hySa72UX/jSq2z2Ah6+8wau0YxGnp9CpRF1UaOSgECtpOCNJV8UWCPp91t0ehlJKyNcQYt73S6JDIiNIBYhmYjphQLZVWz3Igb9mM3+GvlpwCz/9L33L2sE/nPgP1ktpf8E+D8A/6P/Xy4ghPgPgf8QoNfrecoq5bAIFD4DK5sK2VhK4ZCRo92P+M4Hj3n46AgXCLa21nj88IA0jnmouriyop3ntKSkkfZyYwjnS1m1MB+CssIF7FKRJX36Wcy0WDDOS4SsaLczirogFIJGwbIoIZBUVUVZ1GAdYQIoSRABfDzcUCrg2pVN+iriWhAgjk5IOi0Gm6/ywq/+FifzBaOzmjfe+YATpdle6xGZiNZgwPr2FpMPBMnaBktnqFaEpQw6rG3tU59N0TKkqgShXSX7nSNKOrx7PGLoKv5k8WfcuXObr3zxZZQUWBq0dUgRXCbuPCTg43gCt7ojlCSQBmMqjAwuDYeUvtOyqmtG53OuX79JVQdUZcjORoBUjsVCEyR98nJClji2Nvd45927xGFAJ+0xOx+jcBj3XCXh0iPwQzcND+7d5dbN28Sh5I3Xf0za7XDnxVewRjCbnzCeHrK+tkWWtWi3+hR5TRBKlBSEgafydsKRBILTp08YDjukaYpzjiAIsNauYMSOqqyoa59bwDp07QhCTV1qQgJEljIYbPDVb/waL335VxkXgvlywf1HD1nMJnxw/ynf+mJN0M18/kVCEgVc2Rh6MJy7yeTwCeOzU5bTJYET6LKiajSxTIjjEFYAK7dqkIojgZOWZV4RxzGBkMzOFuwnfaJS4ipHZWoqRlSLGa/c2UYpSX46Z3EeQdL/1L34L2UEnHPHF7eFEP8l8E9Xdw+A/eeeemX12Cdd478A/gvwDURlKDhLFBYILFghAYlwXqAhijRpZtjZ6dLOWpzkc9bWunS7bR4fjpGuzd5WD6sCSqE9ytBeuLsCK+xqZX0k5gTqyvD48QnpLc9yGwYROI83r7TGrRo63AqwJIVkpVyNEgKtfe1eyo8X3UMl+dzuGj1tOHzjXUxTEd6+xe7aNkHWR4/G3NjZwC6WvH3vLjMhaWUtYmUJo8C3EKctTNyiClrkKiBXGaVxJL02Jo2pGk3gLNZBUda89OI1/qP/6H/G3mCA6Q65dXOH/e0Qow0q6ZJlCWGgLpF94FYMu6uiwcogGGNoqoLibM74dEqZ9hGhuKwsXmACjLV8cP8BjZG+OrF9hcEwQymD0Yq6cczmUBdLHtx7RJkv2d/fJ1TBiuVnxf6LA+s7GJ1bIQ9xCClZLCu++/0fsr9/FRUGjMdnnI8OcU6yXI558vhdkiQgSXpMpxPG52MGay2apqKXtUjCkLpeADX1YsnkfJ0r128+gzOv8kXOwaIoCQJFVFvCQKAbyBclNBaRKj7/xV/i67/4V1nfvcaTccPJZIywJRsb66yvr1GeHHBydsb62sD3LShJKH24Zq0jjRMC5UvXLWGJoxjtDPO6RtQWobwhjKLMJ1ato6mWPp/RCYmlopOlbPYG9OM2scwwMYynnmV5wQwbZ1TnhodvHLFs7UHCp45/KSMghNhxzj1d3f3bwEXl4J8A/3chxH+GTwy+AHz/X+SaRjpq5SE/F3vXCkkkBC9EcCMO+dx6m62NPerScjw+p53GCBPwYyfYbEK+9+SMn5UNW0nChnQElyezu+zg+mhtXCCwGk7Px0SpZGvLgzic87GuEIIojpnXS6x1WGcQeBdcGAcEvkSo3aqJ5MNDSYHIcw7uPWR0ek7cblEawVs/+SHvvHcf05QspxP6oaClYHx+ThQpOq2Qk8f3MeWCtcE2RVVwfPyU3CgWtUMscmQWsECTV4Z01az03jvvcvT4HTptQd0fcuvGbXY3u+jlkigOcfUCpzRNI0miGOF8NT9AIVc9Nh7MZxERqCQlHGQsqjPefPgu9dXPXawBTwzrnEfbWcPBwSPW17e5efsleusDtPbceUlTUes2+1de4N13HrO1tcWdO3eYz3KCMMQ1AQ4Lzvow7iNRm5SK7nCL5uSEw6cnNE1DnEScn07pdvsUy5zj4yN6vQEbW7DIZ4zHE5ANSTygWAhkHIAuqBZjjKlZzHaoqurDHZUriLNtDHGYEIsYhPciTWOxIuPqq9/kW3/1bzNYv8LDp2ccjuaktuTsyT1UoLhz5xa1WmOxXLIsS79O8JyWvk/BsVwsKcvKf8+mQQvF7s3P8fL2Dt1O6mHRSUK30yEIQ4r5lKODJ9RNSZYqIhUQKUW+XFJ3DHXpaPc7LOslRhq66z0KrXj8xkOenM4I0j1+HsHYX2gEhBD/APg1YF0I8QT43wK/JoT4kt+qPAD+p37juDeFEP8QeAuf6/uf/4tUBsArsUTGJ42s8Nkp2Rj6ruGVTothEJOfF8ysoZcl3Bz2KI3gyYNj2kazhiAvCu7qmqfNklfWWvSi8GObfvejb+x8x5eQitFkhow8N10chYDnFdQrAk+HL3k1jVktfqgbgzYODD6m/ejlgbqsqZaFJ6HsdL0izckDsviQushJggCjUm5u9jhtYDo554d/8gfMt9q0bEkUhNy+fp3To0PKoCFpdxCRotdu0egS8F2OxXLC9OiI2WLJowcT7j444+6DCZtrHW7sDlnvhIi6QQrJoqo5np9x8/p1emmGbWqsrqmMQYUpKoz9PMQR21trxC+9RKQe8Oa7b7LMPXXtxQbyYhiOuik5OjqkMo5Xs6/SH3QRVJgSuvWAYjElSRJefPFFNjY2CIIzXopu8/Z77zFezLCsYMTmAkbs5zAMQ67euOHZhEPFo0cPOTkdcXh0xtrAd562OkPOxyOCUDCfnlBVM2aTgo1hCx2FFDZH6gVOl7im4vDxI7rDbdJW9iGDBgLpFAGgaw0yozPcZvP6kLW9G1z90jeogjXGs5JeK+Xq5oBBaHjDjEizjM/fuUK318U2ehWCCKq6IQl8VUFYy3JRUFcrqHcQs3P1Nl/6hd+g1R3g6pKqWFBXFVevvEyWpvzoB39OqAZ8/pU7LJcnlFVJEkV0ZMFSjzk+m4Kz9FptwjggziLMwmBlQvvqHrr7c+SH+BerDvzdT3j47/2c5/+nwH/6F133Y697DigiHSjrGDYFXxskvHqtw/G45ts/fQ8XSXbXe6TDIW+eTPneD34KZcmsNtzLFfVgmygNqTcyish+KAUggI/VSoSl20sYDNtMp1PORlOiUCEbg2ng3qMDdFOyzHOaypNyOCfRGK95J1bAGcMnpQS8sq32Hk6gLBtrfSqrOD5+ymZbshZJ0iBECA1Jm5kLWRJQjMeIrqam4uToHoPNXfrDAXIrJNve4MH9BysuBMNF5bNYLDl9fI8XXn4Zs3OF6WzC5Pg9To4ljx8P2NvepJ0F9Dot4jjmz7/9p/ze7/wO3/pL3+JXf+VX6bfWMKZmOi84GU04G41otTImszEv3LjCL3z18yil+fbJXUov63h5ujnrPLmnaTg+eswPvlfxjW9+jatX13l8esrp8ZL33n2PK/u7XL92A4dje3uItAOSEN58921G4xlmBd3lEicgUIGiN+gRPg1Io5DNjTXCSHLv/hP+8I//lI31TWazObq5xXI24vGjh0RKU+YlRZ4jgTTUhGbB4uyIwCkWE8fm7k021BbaWcIwXIUEjrLRdLrbXPniN7n98lcYbO7hggSNZKuXcXtrSL8d0UkVuphz9vSAv/Nv/iZRFNPohrppmBU547MclXVZ5CX9Vsqg2/JzJb3cmwOiNOP6i69yeDzHHZzTlHMC4duJv/rlr/H6a6/x4N5dhDbIO7cIZcTSFARRzPrmFmqZsRyfMRoX9F2LgQqImhhXNaxd2WN5MmbxqSgZPz4ziMFZUfDB0qcwhVCkaL5yZcjfenmf9X6ILmaIwnH8dMrZ4zFn6pg3ZwV5GTHIehSiQjUlvTQiaseczuecLn0i8LL2DXxx0P/IOwui0KvL1pXGSeFbTVf9/VVV02hNXXvCEx87+xq6a3wnmI8CPrk3TypBf9DGHSXMxgvOT0cczx0PjsaMuoKbvYBhNwNZcGYrSCmDiQAAtkFJREFUcrWOjTLOFpqHR2N21iKknXP3/Z9yOl9y8xtfY3hlhzgVzGY5TRNQ1760pcKAqNVHRW12tvfojGKOj06YLRaMjmYcHz8hjFICKbAotjZvc3b+Q/6rv/f3+ZM/+kN+62/+Fnc+9xL94QY//v3vssxLlFS0soT3797n1Zdu0WiDFGqFGBQ4K/ycOZ8otNa3dk3Pj3njpz+k1/4mo9GUN9+8x9OnT/j13/xl0k62SipGmMWC/Z0NymJOlpwymuQsFvlKF9BdcjxkaUK/06EqC0IpMHXFL3z9q+xs7rJcFhwfH/L7h/e5fesGw8GAbqfPkydPOB9NiJQgFs4jUKOYOq/orfWRwpflDA4VBEg5RQjJ3vVbvPy1X0PFbe6/8wayrphO51R1zfVvfZlbm3s0VU41WYKQFFXB+PycIFBUTU3daGbTJRYYhBnFsiSSAaFqEFi6gx5ZllHnY1668wKff/VVpjNDJxGU5YQotHSzNuuDjECWXL86JMDSbUtaaYckFmxsbNDrdki39xG2QmlHJCVCVtROkdsl7V3DthIcTgTFf0clwv9Wx2S55N0nhz45LCWhM+y4GX/z6oBOmrEoC4y0CFMzlSEHBqooxjjLudYIKcnaCVCzKDRHsxnWFCu3fSU5Bbh+7yPvLKhri7F+QVelxQaCLPPdf0VpyZcG6yxhEKKdQVcNgZTESCIlEKFEW4P7BIsbhgHrvT662+bxw6fcf3LIaS7IdcNcphyFAXlVoLShko6wu45wAiskVdlgjERGCY+Oz+leuUZ7uEFlNFu726xvSZxrePToMQiIoojt7U3qYsFkdMTZ6Jx2P2a4nnF0csbZ6SmTo6VH6KkA0+wgAkGr22F9Y4uNrSsYC2ejQx49+tEz91iGHD51PDl4jSyNMbXPMilhYRXD21X5UEoPEhLOcHZ6wps/e5/z8ynT6ZKNzW16wwE1hn63BzYhVjGLvCYIE/Z299jdsRyfjDg9GZEvc19jr2oe3r/HcDBgcm4ppWR9MKTXbvGVV19mNBoRiobXXnud7xwfk2UttjY3SdM2ZycjWrEkVSmzfE49n5NGKU2jWSyXnq8xCj1n44pWXYiIN37wfRbzGaZZ0uPfIK80w41tQuVYLub80e//c374/e9z/eZN/vrf/GuEkccbJCohCCx1bcmrmul0xmJecX42ZnN9SL/TottKSNOYuZR8/eWX+OUvvQQqQsoGVlyOOAUGfvM3/hJJ7AhkgM8/NSSRQgrpG6bSLgZDKEKki6mLBaYxbO2EYM5p97qM3zqgmH464/Bnxgg4IzD16jSVDdY6/vzgjN9/cMz+8BaysihrabU7PC4bzhuNXtWwnZRUVY0RlrAUhGkHpVrYssC4yos3WoH5aAPdKgutVEAcRCuGFo3VgqAdoWQAzqK1L6tp59DaIawjktDrdmiEZq69KKT4hOqACiQqhFYiSTsRZ0tLKQxZN0J2Ms6lxKSgnEU3FmEqOkmP3e11wvyYyAYYkTJ3NTeuXef4bES7m7G/t4cTAfP5OTu7e5yfBT70sBOchuViRJJaEBLjAoZ9S7fVRpsYIRwqkGA10zkk0QZV0/Cjn7xJliW0O5r19QKwaAdNEZCkDcZOWJaCSNwGF3lAj/RQYb1qF74AJXkhk5rJeE4ctcjzh+xe2WAynbKsa5wTpHFMO0zp9NZptRdEccD6eo+9K1MODw94950PLh0sYyDPS5wTtNtdNje3KcucMID19S66uYK1mrfefo9Hjx6htaHX63J2esLR0TGKAa7OiVHIIKFekZloY5AuuOQTEEKQtNsU84K1YY/++m12X3iFuNNjb3eXO7d3ef0nP+H/9Q/+IVrXvP7a62xsbfJrv/qXKKuSPK9Z5hUnJyc8fPiYqNWl1d3EWUfdOJQK6fYDgtCHPamw1NPHiEDipOB81vDjn77LclnzpS+8zN5OgqEBEWKdxBqHdQon/Ho2xRSDwQQtnh7l/N7v/ynn43N+9Vd+iW998xXSdhuxoi37tPGZMQIpsOlAY2mcILABZSn4R2/c55v7G+AMNfDH77zPKEkQG9s44xN1QRCAEzTOglToMMLEKR1tCKs5Tgqkg9KZjzvtAuIopJtlnEgP+3TOkcUZoYwolktQAY0VVFUD1pCGkiyStDsho4WmrnyZR32C8KN1lrxY0lQlYdZiOV0QWOdFMMKA81lNYSPCIEGZiq2eJE0sL3/rZc7vS+xoymQ+58rtF9m7eZUHDx8wn8w4izMm0xFVPSVrxUCHQBmyzgQH2BW5Gk5iLpR8A4cLVpuVABUKRsdTluM5X/hGQJl/l+lC0swTNlstHAJtLOfziq2s53sClGJeK/QnrKkLAJGz4lJ7JQwj+v0NrNOMx6fMf3ZGrTVJkpKmKVmc0G61CcOAuBVjhaLV73C9dY3Ts3MEgjiO+dxLX+D09BjjYL4sqOcFYaQodUUQSDqDLrtX9sjaHXZ3dzg4eEJZFmhjmM5KBIZQGnpZTNpOSNI2G5sb1HUF0idWjTWoIOTLX/s1hr2u704UzpdqWdJiQTGf8oe///sYU3Ptyg7jyZSf/vgnpK0uyzxnOpkzny9ZzOecn43Y2LnK1pWEwfoaGkHjJLNlvQrhBFka4MwIjMPJhN/9nT/md/7Zn9MYw2sv3+R/9b/8t0k7AoXCOS8OK+2zpKkyDdYZdLngH//27/An338HEUoevP8mn7v9H5Oo8lIw5tPGZ8YIdKOYm+0eszJnVlmskwQi5O5Jzbc/OOGr632m2nFsJaRtQgShBBHHHiATBV5t1wkaIHQCVztUDtb5LK1CfcgV8OSQHh3W6/bYv7rPBw8fY1ZswFEUoTVIQlxjSaQgTiRRJIliRYFhUWlsrQniED6hEGK1YTI6Z3w8YlkrMIpIKQ8EDy1h6nBoZucViRTkWc5iseDF219g7yuv8uM/+DNcGBJ3Wjx+8oQgDMlaGU+ePELrGf2hY7E4xtpdpAio5Lovt63IL7U21Nqz6CohV8zEAA5lYWMrpTussWFMFnuEm7OGwlqM1WgrEJ2UsfYU5dJYxAXn5qqk5uxKVuuCB0AqFIFvxjk75+RoyWw+IckckVZYZymWM0bWglCXqL049v0XKhDEccDkfMrmYB0hFYONXVrdIcVyTpkvqauKxXLMbH7GaHRCEMTs7e/Tbp8ThhKpHHmeM51NsCKitorBcEgcR5Q2JHCCsig5PT1lb39/dZD4ROfVq7vsbG0inOPoyWPu372LE1AVFcvFkvfef59ur0O332OxLHjy+ICfvvYGTaPRdUVZlIzPR0zHY+7ee8ydL+T80q/8JYIg4smTAw6ePKGen6KEIBl0mBcTEqWo64bXf/om16/dYX17k5/9+E957513+fLnryB9zdx3W67aN4UQYMBKyb1HR/zwtTf54td/he29XX7/n/0/OH7ygFs3drwK888ZnxkjMF023DuYU5qaxoFZcYla4A/ePETdcBxPa9LOkMYqmHtacrPCmVujcU7jaoOx0stjC0stJMuiprYXHfEfHY7lcsFkMiFQXpxECkESxx46nMTYKidShiSNyOKAvKkoGot0DYFwOKnIq5rafPx4FE7QLBvqxqDCkNAZllJSF44MRz9tgXRYVTGdN5wvjuj1ElTSYX2jT9ZrM2vgeDQiPz7yXftCoJuaq1dbtNsCR0G5dBgqGvkQKQTWeXptGUuCBF9FwNOwa7taUE4QpIokc5RuVeZ0eJJLsaIYdw4Zhmhh0RisdrTlGgp1+ZwLNlzPznxBr+YBOPfuPeD0JCdtSYJg1WwkNBdlGis8Mq4uC5YlCBS6cT75aBo2+mtYa5nOZiRJQpy0yLIOAlgsOszvzlgUNTvbG6RRRKeVEMcBs+mYOJTE0TUeHhwjAokIYnprG0zOxzTTCU+fHrK1s8P4/Jys1cI6D8d9+2c/5Z3XDMWyIM+XzBcz5rM512+dc+v2dU5Oj2FtQGPAIBmNzlHvvsN8NmN0dsJ8PqepNUEYsrV3g8XklPvvvUOn3cIZh7PegzXG8sffe5NAVqSxpDGK0fmEV7/8Kv2NDZwL+M7336Aoc5SAAOchxUGEkquSphSIMOAHP36fySKn3YoZdDpkWZvv/tlPePTwiNJkQPipe+8zYwTKWnM6LxAY7+tc9q9IfvT+iNGTMfN5xdzaCx4L3Ip91q1+PN+PvmpEiSLiTodWu4XDYLVGG/1JVoC60RyPxggpsY0hkCG93hCpAlTgaIcZo0lI2ThPClJrjIBeT9JtJ8xdQQOf6HZlcUySJBwawfreJqUJKYM2nZ1tMmXZGAxJ0pgwjDid5JyNJ2BqJuOSeVzR7vaYPjjh+Pwh3WGPxSJncj5DRYogWWdrq4utPcegw6KbHCWEx/g7B2LFoecMBjzzLJ6o0wlB4SzWSoKLBmJncdJ570EFhEqC85x8dtU54Jzvy5BSopRHGwrpcyUel2Fw1np8RZ5jTM2gv04YeLDVqm3B/8TWIR2AfIYStL5kbFe4obLI+fF3/oBbL3yOteE2ToYEUczaxhVeDBKMjSjLgrPRBOkaOp0eN65d5+zk2Gsrxg4lAtYGQ/q9Du1WSL874Mr+Ve+9GM18PkVrjdGa73//Bxw+ug/O0e722dhYZzYds1dXPLj/kMlkTjtOefzwEZPZnLt3P+Duu++SxAmtTofNjR36/Q16wzWG6xsMhmt0Wh2SKEauBE6r+QLjoMgVTRkQhILx4pyk1WK+GDGbj1gu5/z593/Gu3efkIQJAZZeu0W3O/Cf1Vq0qzBOc3A0IV8WPH54nzIvsNbx2pt3ee/hIVevv8jGxscQMpfjM2MEsBblDHHgRS8veNW1FdSV5XFd4oRCyMBvtlW32UUJSSjfXGNW3WeBDMhzS14sEFgSZ1Ey+Dj1snNobZgvSi/IWWviNEMFEcYK0jhhXpaMpiVFbXDC92YLIagqQxz5dlqfE/i429Vupexc2eD04JBXv/Yqr1SW6y98nmtf/BoSTSBDhPSaA1YGaOco8wVVUZCfPOXo4QP+2ud/gTpOqfMJgZQI4Rl0wsiyvS4x5Ywf3YuZViWjeu7dvxXmX+IXizMOEXgZMqUkQjsQksY0nuc/DC/biSRg6gZtS6IwRCmBNT6J5hz0UgfiAl68QheKVfux9CjM2jiaylJVlv4go9WOkapBIFlJ/nlIuBUrr2RlvJ1bJWwtxl8UpSRKNLz79s/Y3ZuxtX2FluzRNJJ+v88v/uIvsVjMePL4Pvc/eJ9l2bC1u8/Gxg5hKHn/wbuEKsA0huvXroCtwUpCFTBdzOkN+zRae69HKW698BJ7O7s4qzHGoISgl2VMTo94+OgBs/GIQ6sx2rLIC9bXN9na3mGwtk1/bYO14Tpr6xt0u32U8kbYGEPTNGjt59E6R6AUf/1v/BW67XVqA6fnpyyXEx4/vM/o+IRf/PorECjW1rdI4gRMxaDTpT9YAyEo8oLposQh6PcPaKUPkDrn5PE9Xr59jf0r255bIW793K33mTECwkLQrJIe7jkicWMxFnLpyziRkD7b6bteYNUaKxwoyyUWvLG+8w08t78SoCL5CZ6Al2sqippmVfcPw5AojADB2toG8yeHGO18TXwlbuEZcC1F6T98FEqq5uNuhpCCdjtjY2ON9c01Wq0ucazodjuoJMZqu+KJ98i4VhTRX98AoVgM1/jg3Xf4yq/9Gts3biJMg8ThnMboCmcqcAbRFLxx8Dq2mNDUhjAOaMoGpCNQAWVVe8WixmCwoDxCThjP/iuEg8aShArj/OIOpLg0JtZYD6G2hiCMLqXQL3ICAG5VHXA8awFO4g7b2xlJbAgCh5AKY80lIaq1vjMR++FcyiVL8WUvI6RpADQcPX2INjVZ1mV9fYs4iUiTmChQrK9vkCQxxliWswVlUaIk9PsbBCogXyw5OxtjdEESxkRxijaa+WxOGHtpMGctk9E588mI2WREXS49Lbq2OG2RoWTQHxAGCVYl3Lxzm50rV1hb22A43KDbHRDHnqDE4unlGq1X+BIfpl1UIpyzPLz/HtdvSZ4cHlMsFmyudXnx+h7BjSvU9QynHYsaZmXJ/u4V0iji9PR8paisWe936LT63Lmyzq9/6xV0LYijFt1+SoWi0oajswmLvPrUvfeZMQIYMPkFK51vIxMI313m3KrJBLR0WOEXjcOHBheOgXiOlEI5kMhVJxYYoag+gf7r8pVOIsUz2a0ojmhFEbgUIY6xdtWJfwlBfKYJ45zDai51+p4fSkW0+5vs7ldsbO3TWVtnPp5QlCVRkPoNFQZYY8mXFS43tLpdojjGqZD1nS06va4//cPoEllphfLG0EqE6iCkIpSSYZySRCEEEbVrAEGmAn8iGYsMBNYZ5CqTL6TAKMA5WkmCwdDUvhlKCYlzgrpuaKdtSlUSqhDh5Oon8vkTlG9GEtZ6ibAVQjJrJfT6PWazp1jrF6FdiXFesgfBc8Si4rJM58VaLqjGfBeeb1YSxDGcnDxmMj4ja3nq8aIoePj4McP1NW7cuMnm1h5GG6Iw4PqNazx++JhiuWQxH6EbhUJQFgVGawprCRPPOgy+ganXH9DrdbC6AWsRTqBUSJikxGlKpzugv7bO+vomvV6PVqtNHEUeM2Es1hgMXjzGC6E4jPEhUrMKXbGOBw+OMGR0uxlGNOhiSSAEhWnotRRlleNqRb2sEVrw+ttv8eDeA/LFjFarw3BtkySK2FlL6Q8zFpOCLOmg84CKhElVs2xABp8OHf7MyJD9u//Df5/xzEuH+/Hx+PqyB/C5P7nnHvNJsw+/5pJV6+K9NrJLSqmLv8/nc8bj8eUVozCk1+1clvyWy5xFnl9WE+C5VteVRyKEYG19nVbrmetV1zVxKMkCg2485l+pAK1rVJggVXj54Z2zq83jtQqUUpimolzOSVvdZ2Kql9/LN9xcTMfR6RRtGpxbroziSo/RXXxW73JftOh9vGn4Gc7BuQuasWf3LwhCBGBdhg8aPJmo/28FlXJu9bF8PkLKAK2f/a7uOQTnxQ3nnoUWz4b3BJLYswJlaXhpKFQQ0DT6Mil5wWtQ1/VK+ScljmMukrzOWU9oagzO+fZcaywXcnXOWoIwpNG+mrIsqksD5S5IFlZryxtOv36CICRQHiR0MZWXM7r6ns9CJl9FsauGLeG8nHxVFIRR5NuHrbk0RMZ4CXqjDRaJNp6IZrFYUFc11mr//mGIBIJAEoQK0xiEkCglsQhqbXDCa1V+5mXI0iwhztofmcyPb+pPG8J5WWncquwkBE7X6HLpWWSd/9EFXmNQ1+Xla6NAsLUxvLx/8ZtfsM+mWULWSp/7u/vwcy9XsyVfzC4NUxDF5GXDee271dxy+tz3W6xuPJMUu7AsAofTz3IPbrRcbS57GQU9j04UQtDKWggVI8JnxKLPUAurEKmagTbIICIIMz9Pz83hp92GD0NNRD1HCB92+KSs35xSCqxzl6deGAhfNhVyxXPnwUUembeiJl/Jgynl+f3q2lcY4jhCSkVTG5wTGOJLIqTGOJDqcmlcOGBh5A1l3Tiq537fy9ly8tmsyGeyY0iHdmBd7eey0/bGzvrv5lMT/t3CQCGFoKgqGgONaXD2Ip8QsEI7I1d8iWblBVwaWsFKGdobGRUriqZA4ynKL7QajDXMF4VPnILXSMwL4jCk0+t5TsKqxjQrpKoWqEavQmWNNJJQKh82fAKI7fnxmTECSzXgPLmBuKxl+w41IeXHkHgf5aFTzpCWT2kMqGZOGe9g4jajt/6Uh9/5XRpj0Itzwjjlb/ydv4utF+Snjy6v9UyNiFW78LPyGDi0qQmDgDiOV+rIjT+FgLppPsSRb6zFrDyD66/8Akdnp3z7x98j6XYwSqAiSaBAyRDjAmScYmSAjhJMnBEpSVIvmd1/D6E1kQxoygpTN1R5gbUGY3zm36vqSsIw4O/8rf8+rZ2XsK/8+/4kv3SbABxNOebdP/7PoDxhbesFrrz030O3r3mW3Wcze3nLfcQiPGdyCF/7z0nEKbe+EbKsc+bzAuEgigMWi4rZMuf0yYhbO9cJpOLw8TlPnp6R5zlxK2Vnd4PNzR7CGbrtDlIKkkShreXRo1OMlty8c4uNjQ3e/v4hzsT82m/93RVazl6Kl1q70hx0dvW7Xfz7nASatc9JonkPwLqVHJqzvmpivEdzeu+nFIsp8+4urSRkPp1wfHJCEASkSYIwNXeubCEazZ/88bfJtm7Qag0oRg/R+ZzBznVmjYKmYqsT0UoT3j84ZF6UaO3zTWkg2eh12Bu0SALHQfkmP37rJ2wON/j1r/4KN3avEmcJb7z9Pv/0H/2/kRVsxCGPR2NqF/JLX3iFf+Mv/xJ//LM3+Nnrb9LtdHg6n1CFjsFuh7jXQlhBSyuudzeQRjPYuUn8vDblR8ZnxghcxJfiYvNfdJGJZ3//6PPBL9aeO6djTpgvxjRFhUgqdHuf8Qffp5gcEkhJEgjWrt5GPIfqe8Zjx7N4UILTGmOeO4nls0SYCgJCB8b4BE8YennxC0MihefjfV6Nx7qGopwTdTLCIEVKhQskAkMa1LQC0G1J0Ukoyor5aMJ8MiEJIypT0NQNpqoRFzA955VzRBR4pJsxz+ZppQXw/HQ54QiERZglCM3AHRHkh5jeNaSFZz7Dszn90Ou5yH08e7zRmoODEY0TxGGKsxorHJ2kh9WSTjrj7PiEsrAEQcjXvv4K01nB6fkpO7tDtneGlEVFoGKcsyyWC7Is5sUXb5NlbWaTksV8iXWehTgQYFYnskRgLL4sicc7CBzSCo874EJt2lPWqdV949xKxNOXND2KzNOh21UbuMMxy70Evad0CzDGslgsSAJJWZYMW20WZ6fMFg03X/oyNohpmFE2BRDRawe88uJ1Hj05pNE1UkqCIMBojWksedX4SosUjA7P2F7rs5yN+eM/+hP40jfY292mJUJ01XB8NKbstDBScXVtnc0kJjI1a92MV2/d5POvvMK33/4pb40PsJmkljVZFLM4PeeD0QlrUULa2/jXwwgArPirP2wEPi0eWJ3EypbcVvew4YRUTpjYkvx8STM6pDh9SCQsiXK0ekPM6Xs4+/UP9Y8rKRDOYpoKqzWhEgS6xpQ54HAqIVQJjbVorZFhiJAKt9LTE3JVrbDeKKAk0j4jMVFRQG+9AwKKYknVNCSdNmEYkkhHUk7ZaAJiaqrEMMJyaubYVOI8LhohQxptUFIRJQllU6OiiCSOaRqvyPvctHx4CFDOoWVAbULKsyV5ltKpTwltSSMSLhJyz17jPnKhj3sIdd3w9tsPaJaOq9eucOPmLlkrRamErNVmrZMxOc35kz9+jZe/8CLXb24hpOTkrINdGTFrJVXdEAYBabtLGvsyqxSKsqo4ODihKUJaSUIgPSW6tQ4r/Ca2zmGERVpfI7ogRZd4dl27ErZ1QmBWGWQrVkApnlGrWd9icWnodN1QNyXYCmMsTdN4OnJrkVLy5S9/mXsfPOAf/ZN/RhS3GGwNvetfFcSJ5PbVfQIBpyenCKm8YJ7zlRphYZaX1E1KqgIevncCsebq9T16UYfYxZzdPaY0mr/zm3+d4+mC/f09ojDk4I13qU9PCQ20ZMgiCBhur7OT73PoFgjpaCcZrq5od1sYO0NkjiD91wQx6PvHeZa1voiPBR8+llbD4em+hvl7KO4hdM0wEVTjIzZVQj5rYcsxnUSQhBJRj9CNJwgViEsJ66osoPZEE1hNXZdc2drB4X98rbzmYS0EtTVIESGURF9+Pk8fZaVAOX8qX8SDF55M0ZS4RiMdZImEumK2mDI3jq12jyoL6AuHXYwYz8bE7TbZy1ex2rGcLFlMFwTWkqkYlERlMUmWUs9zTF3jtLnctOLCOq7uCcAKgZEB5DlXzYLpYUVn5wGdnZw6TJ9VOS6yEx9K9K3oxp2/fXHtMAhJm4wyn7K9tUGctTHO8wGWdUmcRLTbATdvXWFzq8/Dh4/Y3FpnY33NA4m0waGRoSBpJeTLJRrjS6NFw3yZk1cLAtcDQAoPVeICj4CXlhM4zxgt/HOMtCsVKYe4lEdb4U6Ep4yzwmIvEp3SGwi5WmZCQCsKMFZQNIa6qpFSEAYBSgkGwzUWi5zbL36B7e/9hMcfvE0Y3KYbhaTO8cLVfQZZh7ffeJPZtKSsfQeqAJIopl5UlK5CGwMEiCbm8aMR9ULx4p2U5bRmPc549MGb/K1/59/im7/xV4naXZaTMX/w//zHHL7zLk+fHjMbjSl1w+F0yqKuqRY1dlrTtQm9rEVjF0TDATqoadTPT/5/ZozARanIn0ruI94AHzMEDkFcn7OWv8mjswPKfMZiOqedKHT/RaazktCWJIFDWo21hlYaeiDK6lLOORbzBU2eE+AolzO6rYxuf0gy6JHnOdWK/bbSmmJVYtRBgIscdV3jWIUS7pn8tjHmMiaVCFKVooXGAUVlEMYiXEjaHfDSL/0ySahRp0fo2RltlpR1Q5AE9LYHXL21Q13X3H/9AXpiEM7r2elliW6aD+UzLify+ZvCb2clBGnaZnJuqJ1gdzEGPUeE6xdBwMWkrG6tKg/O8zwKnym9vL6zoETC3l5K1o5ZLJcIIQlDRSAdk9GSD947JG2HpB3FB3dPaaxjd3fT51awVE2OdobESVTgk3kiDjDaUjcNQRQiipUQLZ56zDNSu1XjskU4VnmNFQ+y8OEDbhUSCONPeev/Zi+MyCrMuFhaF3SLAkGWRVQ6Z15XhEFApEA4TZL1OTmfI+whU2248uJLPD094vDue2Q394l7KcNOyGI+Y5aXGCcIpMNaTaxCTJljPAXV5e/25PCQpmyYTaa8f/ch4tzy9Tt3+Po3vsHW2hDXlNDE2LLiK9/4Kq+88jl+8IPvcbScILpt5vOSkIT9reu8+OKLXN/Y5Ozxu7zxzk84nS4RsWB9qOm3P33vfWaMgMcFyOdO0GfZ8osyjnjuMek03enPOH3yPqenZ8wmUxLlWEQxRw9/SjFfEtoGjI8Lo0SSZZ5pTfBMTNMYy2yeEwpIwoi9/Rv02i30/BTKGetr26hWh+PTMyZn50Spw6roMoq+CAHE857BqmQlhE80Gg1J1iFIAnRd0SwKrBW019Yx61c4OJ9iR08xk4o0XuPK1h63br/M7v4uWScG6bh34wP+6Pf+kMNHD8kXS5SDMIr8SW9WGeJnR/pqTp9Nr0SQ9Accnaf0ugM6Ebhyikx9xO+ee6lwXGIBLhwAACfdM1ssBDjF+WhCWTY0zmCMIQoC6mXBvftPGc9m7PbXOJ+ds7GzhnV4Xgjh+xNUEBKqmOUyxzQWXRqMFijhs/xNXRO4FHAEaMSKtcDByvX3G984c7lchHXIiyoQFivMimHOcamYuOJBENI3WglhfIMOPoF4NjojFd5wCiWxTUUYKpZ5zr3JBHnVkFtY2xjyza99ibtvvU5d5uim4uTogNnC62AGypJJCcQ4Y2mcRgpQFx4MjlprNoZ9Xri9w9loxOHxAdWLt7l65zbTxYL5bEba7TNbTDk8OWZzfY1f/o1fJ+51+fHrb/H44IC7Tw7Zv32dX/ja18lPR9w9n3B2Noa4xUbSJ3I/f5t/dozAhR0Wq3r1xYL2GNJnHoHzCMAsf4I8+ykPHh1ydDomUZaJtty+PsQcn5CPxyShJzpUgSAMg8uyDM9t1CRNWOQVUai48cI+81xzfLygH1uiANIoQIQxk8mMo6MztnZjrGiQYYQKFMbKy4YZd1GOEc++j5SSOI0wpiELJNeuXWE0WjI7X9AYwVtHcH7SIjuTdKzkyrXb7F+9zXDtKrZRFGOHtQ3D1i6/+iu/zgfvvsP3v/NnLKYTTFF83BP4yHB4ujYnJJWziCREpjHYAopzRF/jxDMMwgVSz8fTGuMk1nlwzfN1hCBQ9NZ6PHl0yOS0oDVIOT06ZTlbMjo8p5aa2y/fQFOzrAuuXBkgHMynC/IiJwwTjPFWRpuGuixRKAKlIVQ0WhOE6rLXIaAGZ/13wfP+G+dP9HfefYsr+/ukaRvLM40B4VaVAge6rnj86D47O3uoMEY4s5JHtwhnVy6735jLZY4TjjAQ1E2Js4YwTsmrGl3m2KYmUgGbvTa7L96mE8HRySmHB0958viAWlvSdpc4bSNlRKAClkZDpAi1w2ovAyeFYKvXo6tCXt2/RrW+wWhR8sLLn0MjqBYFTVFR50uWs5kvoWpDZzBk9+oN3rz7gPsPf8R4mvPVtW+xvbHNqPQsWFEQsL62xt56H5V+ug4hfIaMwLNw4CKSfa5w9aFQQCCFplN+wMEHb3A+WTDophRFzYu3tskrw93HM1oBgCGLBYEKUGLVaXhx5dXGyVoZMlSYxrI57FPPDKauSdYG5HHK+2cFnZZkMssRKqIxK8SesV6eTMhLxJtb1Q0vNqbPQkMcC7CSbqJIY0FlS8rlAjs9RKvHhMObtDd2uNlb5+rt22yur5MmMfPZlPOTI8ajUxazMUEgWO8PeOHW53j33bdp6gK1qg58WvXkciZX/Q2dyBOAnBUFG/URwpW4VZOReC4UcwikFURGe6jx5S8Teu/DOWSs6HV7/OTbr5F0Eg4ODtBVg0Lytd94mV6nxem4oL/RIV6BlKIEpIxpajg7myKlYH29h3NQLRt/RkpBnueEoSC4ADeZyidcVzgEsToMlss5o5MnDLsprSjwIctF85RzCOOfWy7GPH10l24WMVzbwFiLsHZVIfB5BLEy5EVRoAKFchWNKXAiYDybomtNOwqIQ0XjJGfjc9LIMtjY5Ox8ymJxznyxQCMI8pLhlqIdK8BrHwRS0DQloVqBmAAtaoyAH/z4x3TSjJdeeolhmmFqj3c5OjwkiUOaxYJ6npPLiCRpUS4rZpMJnTTj85//Gtd3bzA6X7K2ucurX/wi1kwZdId0un1oDah+TlrgM2MEAC7xMpchwfOxrrjcuBENbXuMFBBIy/WdDmkQEkeKH7zxlGtrjnHu+f2CUKACYFUPfv69cF7scnt7k8XpjMXonP2tTeKwRZpKiqmmKmq0XiKCGCMaRpMZShiCOMJpg4jiVcOTu6xLX9SrcSvWoiijn7ZpxYLZ2RRrDUjj49UQwk7M1d073NlISLOIcjFjOjrj6MkTTo6fMhmdYaolWM1gY5MbN24xXxY8fXIfuYI5SyEuKybwUQSen89u1qHX7TAXCWdFQzw7JqmXkLS9x4C7LAwEDprzR+SnP8OFAUHWBdmmPXzl8qpBGKKN5sG7H9BUFVEU0Wq3CHsJRSMYz5doY7FGsZiWSAXaNUxHU4wOUUToSlPlDU2jGY2nCBkipzkSRafTpak8Qkg0OcI+azLy39Vx9OQB07MjJv0Oa702QkiEsyjrQwNjHVjLbPSUyeiIpwcZa70WwnoPQBoLzqxAPr6XuixLkiSk3QoQFTgV0FgIA0moJMvFjKy3SVl7zoUb+1epS8PhwRFaO1ySEHX7WBVROItuapIwInCgnSUOFVEUepTprXVCI3n0+Cn2bMTa2jqPHj3i81/8KnXjW9CPDp6Sz3MEkiTN6Pf6xNEJT+4f8IUXP8+Xvv5LBEmb8WQOxnHlxh2ODt9nd2MHwj7nJaA/3Qp8pozAhav+3PF1+fhlnwACVY1piSl5bVkUkEUxrlwwm+Rc6xgelT7CQzjfdScDD9d8jhL8QjhDouj3OoimZDqfs7O1g5QBNgxJMsONKy2OT8csipJFUWArQ7ffotXNaKzBVhUiUFwg/yx2BWLx72W0QRlJJ2wRJTEy3URsC5x5j9P7OappGESaNBQ0aMaHj5g8fshiPmMyHjOdTiiLAmE8r6GKIrZ299jb3+Ps9ACjfXMQz4VLq50CTqCkx6lLWyGExBlDO9IcFZrHJ0dc2XhAe6uDlRHOCoRQq+m3VPNHLA++TSALDo4eEvZf5uav/q8JV2+1trbG17/2dWaPR5ekq/P5HLOoOH5wynC7xjUVB+c5oVBkcYhDc3I8ZjnXKBvSlBXnHU/2WRjH4JU252VOmGQI1KoqYRH1bBXv+8NbOp8X6EUOUS9ph6B0sTon7Cpp4J8snCMNDEKXtEOHbBarUMCB1RdCC+BW2JBV8i5SKcPNDSorKWuDtA0BjmUxZ1mXRMow6PdYX+uzHPe8KrXzuYymKGlkgMGHpFp6/YF5UTLsZyjlJ9E0BhlFDPd3Ob5/wv3DY66NRny51aLf7lAXC0ZnI6qqYm9/n92rV2h3utx44Q5f+so3WN/cYTBcx4Uh1XjCbLGknQrSTh8nYvK8pGoEqE9XHvjMGAGJRTmNc2qVyRWr4q24fIZ0oMqnxO/8fZ7mpwgR8tWXt4hNThBYsnbEqPE49SD0bcjePbc0xnn3j4vasFtxEHh4b5QGrG/v8vSs4o37d/niF15goxVRzacIJUmyjK4IcNpy7doOgZIUVcliscRY36tv8IAUnLi8topibJByMp5z58o+e7eu8sN3fsbBwTFqYtk+fsQLGxGjh4eMAiin51TzCbpuKEt/fecsgQAbBBRFzunolM5gQLvdYjqp0Ssyjw8NKzDlGbPRWyhd0JRLzk/u0oxOmEzGhL1N5qMjKJd8/qu/RZzt0tu6xvF0SdE0xDIgdAvyusCVI2aPX2ct6CCN58uXQmJrzeMHB/R6A8p8SVU3zKc5qmxopjPOA0BXBEoQhTG11uRNQ10bmtphtSBSkpdeuMZysWChNbOsB0mE6CfYauUMOosrJitXn2cYZufYaIe8cH2fjW6MrGa+c3RFRCCc9waEcwxbis/fucHuRhvqiTcixsN9hbUE+CoSgDUNzipmiyVr6+usd3uMTk+pCu3Xktagq/8vdX8aa1mWpudhzxr2dOZ77nzjxpSVGZlZlVWVWUNXdxeb3e62RJNti5JlS4YNySJp0wZIGAQE2LJ+GdAfwZZh038EELAgEpJgmZJsCWJTrWaP1c0aurqGzMoxMjLmuPM989nTGvxj7XPvjazKqiJoCMkFRMSNc/c5Z++19/rWN7zf+5JlKWvdlCQSZFlMu51xdj6ik6Vsra8xHA7RAoR3aK0xxpJOC4pqSZ7nJJ025emMh6dPaK91sUqikphXXn2V7mBAfzDAVW02N7eQUtLp98g6bUCysb/PF3/hF3ny+IDSBNUi7wBRMDp/ynK5RJoOla3xKoWfAhX41BgBbSpa5QKjoqB3pwReKryMQvuuBzBk7/9nnL33fYzSvHp7h9jVUNfIOGK5LJguSpbWszQOJRxe6YAMEKLBjgPe41wA+1gXcsZeZSxywfb6TW7UbdqtLrCkN+jSRrDMJ+wMBwx3d0i0ZDweEWvQwnM2WwTUoJJclbQCiNOMpD9g8vgx3/72H5PeHxAlGXZW0KbmteIRG3fP+P7hQ5YyI7OeUtdEIsJZF9h6nLtovT07P4MkJUpTdnZ3MHV1AUm9HEE6dHT+kDf/4P9JPH+G0pK8WICZM5tNaBVLWkqSV2ectxzt3pAdXsXdf0S+mGHiAWU+oZydMRsdA6B0xIrpQQgQ1jCfTsjaGQfPnnJ2NmEynhErGMiUalHREgqVJZyOcmpHA3kWSKmpBdS15fhswqDTooXk8Vvvsru/gxYp29dvcDTL8c5RLUahR+AS6Ifznro2fHTvQ9bbCtXthPDDO3zTVu6apF++zHl0/0N6sSWvKhaLJRtrA7RWfPDwgLPpkmRwDUSCBJKsxWQ65e33H/DC/g5bwx7LOFQIqqrCGIeUgjiOiaIIIQWtVgslFWkSEysRqgAitH7nRc5sNmc+qymspaxDHufGbp9r25uUrsQJxau379Ad9ImTmFanTRL1A5Rea/SK80FK4iihv9Hnez/4AWm3Tdxq0WkrltMlBw8fBSSmUJh6gSVCfjKx0KfHCMhySuzOkUmbWsYYpfEqChZMR6AUqhgxevQ+VenppI5ydEZnrc3G9R0WeUVe1iyNxUpwUhFlm/Re/AWEUJjaUC3H0BSZLhN5l1n8uoLXX/slXn2l5OzsHrGaEqlQPtrtv0zc6lEIGI3GRCKUpjqtFAecz2YUxl40jKw2Zi0Fu1sD9PKc0WiBXMypRktEGXrsU1mwzMGicMZRlSWVrvHKN0bAXkCRYx2hooi6rrj/4AHS1sRRQhRnCPE8yakT0M4GaFswO3wrZLqdozYCi2AxrXAKyqXmB6NDfCT4xh9mmMohpSfVGh3FtPsbZBqKdI1KDbEydK1FWvPiZ25ye/8F8nHF3/737nJ4chauITF8/uVXWJ6PmB6MmRcVqyLcqpklimNcVZObmrPplNrVICSz2RwyRdrv0880Z1JQ5hXf/uG7JFGM1hH4QOwKcHQ+4fvvfcSg16HX6TCb5xTGkiYZSguyWNGKFafjCe/ee8TB0Qnv3n/MYrng1Rdv8OqtW3zje2/z7oMD/vm/8Jts716j3UpZFkFROWnFfPjhfZY7mwzWOnS7XRaLBWUZnp+kyQnVVXXh/VXFElsVmDIOQrtVxWQ6DXoKIsMrdQGP397fZn/jFnEkmS0WfPHl1+n0ushIE6dJUMJqtBp9U9XywuOFwbuSMp+y1m8z3BwynhxzPB5TLTxSwqQ4x1YlcfzPCKkIk6dQHqN2P4ePYpxMcToJ6qTN1uOPP2I9rcnbCYNBi+3dAe1WgpeKeV5yPF6yNKAigIS1V3+d7t5nqeoaX+SIxTSEGH6VQbZNs5AA7xiPJoxHU6yqQAqStEW1OEN5aLV7ocW3qsCakHySoXOunyUYU1OMp01zyyqH6alNxbgcU0iDiBWidixHc2rrKEXEW7M5VpbUtUOKmkJYnAWFbUqOYXocoNOUrNOmxiF8TaQkcZbhhX6uhAphyuJsnY39N/CjB+j6mMgV2ChCpV3SVotiOQWzQPoaU2tKH85dWViSIGWHXtRnvWOZZhlre68hk3ZIHKqIQX+LsjSYak7tBaUNsbi2ivHZjNnJBFeaBtungrqx8NR1jXMWKUPy1gjJwWTOZFFR14LejYh4o0M6TFFHObPzgv/gd/+YNElJ2wNMMafbSsB5xvOCs6XhH37vAdZ6iqJu0AAerRWtJGatm2HqiqlJuP/RCYfHE1CS5QdPORgbjkcThJYXG4JWisWywltLPh3jhOKjR4fYe1Ne/+IX6HY7BK5YSafbwbngkdR1Dd6znM9YZCk4S2U8y7xiNpuB1Ohei04rIo404Jktl0znI77+1V/CG0UcxyRpjLcGW5X4SCGEDlWo1VpxAQ2pneD04ClP7n9Amt1BCajyJdJBvliwyBd0u73gRf6UpfepMQIiHWAP30VR4zc/ixM5Pu5CCl4qnLWUiwLWvkRx/Edca2UslzUbO9voOKJLjD2YMtxYY3o8pbvzGr3dVzFxGyEsygtiBwjRdKKZi5ZXIQVxGnE6GvGnb/8hr7y0T5FPEERIqTCVg6IicZ6qLKjLQJARaY0xBmNqokiTpQnFItBch351SNspt2/e5jARPHh/hMdQ2wIpoVaSA2dQxjXtsgEIE8cJUbP6Q3MSSKWRWtNtZ3Q6GWtrPWxdUxQ1lfWoFQPt5Ywi0h4vfO1/yfb1L1Mcf5fp6DFmdJdhL0W3OoznBamSpO0W44UGtUbS6RNnA6LuJlG6hZ0eoObv0JWOdPdzCBk3hkZi64iqcAzXt9jeHnLvA0vpHEncxeQeUzlsU8933jT08EG3MK9qytpRW4cVNeNZSWklSSvhs1/7El/8lTeoE4v1BqVj9l58A6liks46i9kZppxxfHLC0XmONQ4X5yAj8AoroJhPybIWk0rzdDxBCs+gv8be+j6be2cIJYjilHZ/h+HsFGtqur0B3nvOxhOcDWzMx6MRg8EaZZlTljkfPXjE+lqPzeGAzfUeg3bKbFZRlY48r3DOYyrLyfEZ8/kSVIxKOoCmqqpQpaottq4Ros2gt46OFVGSsr6xx+MnTxiP5rRbC7rtbkBgIlGRbDDQNpDXeMHG2pBhv8/J8TMGG128dUzOjqiLBVW+wNXlz2wjhk+REZBKEa/fQozepUBSZ7v4TsjsCxUjkxbpZ38d636VznCfbv4NNraHyDimNJZIR0SRZjSbk+gWazc+R5a20HGGFyXWJxhnmswvGNM0l3iHtwGzvrYzYFQcoPUOw0Gf2jiSrIVRS/AGZ0qwdeAlaKDCVVnRarfZWd9APDvkbPaAqqwurmt2ds7bb76FTiP6mwMWkxndtRauCgg56RoAUyPiESlJkiYkWjc1e49SisqFika33WJva8Cg10JKhYoS8qqmKp7nBhAEgFDS2SZ+bQfpfoO98WMOv/t/p10+QyURZbEE3eXa6/8Ldta/hPNd0AleBSw9zuPyc/TiDYQvqZNbOBdwAtYabF2xu71NpBW//htf5+DJQx4dHCPiiKKwlDVUtaOsawSCONKYGoyDeVGzWNYI6UkSCT4hjiSb2wPuvPoCKlWMZqfUpkYISZz1EUiqfMFiNuPo8Bmj0Tl1VYGQ5HmJxwZtBC0C83A3A6XxxGAM52dnRPGCVtYijROQmiKvkLpFpIKqtPeesrYkSuOFot0fkCQRWxsDDk+PQUiOj4+ZnJ7w0gu/jlYqqCIfnlBXBmMMzoG1nuOjU+L+gGF7HRkZJAbqgoePHvHCeo/NtT6T8yXddpvpYkk/83Q76zirmE6XrK2VtG2MrRvv9YIQJnRRttop2zubHB4d8OTDe0jpybQgy1KEq4iSiLXhBnWUkZtPXnufGiOw4hWssj3Eybu4ZIJVrwcGHpsgXISoAzed2P8FZg8fkc2PcXnF+HyGLUrGh+dUpWd7bUi31WqaPiRWBwUbE0kg0I052xgAL/BSh9c8VFXJbLnksy+8yPn5iNPJGO89Gy2NtybwzxtP7QW2LBlkbda2t6hkUN+RShDHEUoFFz2SElXX5L4i7vXZur6JXpSk/imuNCAl81lgLZIyyGApKenECd1+myjyRLFgXjqMU7SyhgG4AQgJLN12xnm1YuSjwf66iwKrqAjYX91FxZu48oRhb0ASwd3DCadTx2B7HW0F3srQJu0FTgiIhtjuAKgBHYxo8z3OLFnOzml3M/7cr3yVQbfNh4+ecHJ0zoMP7zOZjKmdYFlaet0uaTvDWUOvN2D+5IBilpNGGhlrnAmajjdv7dPpZNR1ThxHSGlxrmJ8eoQ0hvPDQ06mE3LjkEqQxBHWOcr5KKhAAUhJGkd4WwYmZCGoq5KyKNA6YiQUWgV5+azVJslSyrJma61LHMcXnAVYS6Q1UimiOOhVdroZn7n1Km9+7wd4qams4/j0nIcPHzYGIHSbpmmKVJKiqDAOdJKCrJmeHnF2eNCERI4nj55SmglKaJ7GJ4zOx/ziL/9SI4GXU9cZzstLhiICBNxUNcbVyFix1uvRTRKc9Ig4CpUPpdjodegNNjhbWjD1J669T40RoC5gdkLuoBJt3Ok7lCIhTb+KzrrocknkI6TTKBWzWPsqzx79tyzOHzE+X6KEIurdYnN4A2VzkiQj9hZhFhhTImxwxYAGzNMYg6ZC4FzghVslcfDBxT4/PyVLU3zWCdpvXiAj6CaSwp7R6bRQSnN+esbZ+QiBvACCAJRFxWKUI3sZnf4Wt174DP78DL/M2R0M2d7d5tHDJxwdHlEWJa1WmxdeuM325hbT6YiinNPttVmWJQ5Fp9MmTWJaWUakYpCKRVEhyD82oSu/QAZtQ2kxsaZWbc4nOaVccH04YG8NMHOU8ThhcCIK0Gxhkb7BPkiBIw7sTd4iCHOzttZGCYWUhiSRfOGLr/CZz75IZWo++uA+v/vbf8DdDx6znbZIkxSl4XOvvYiXisGH96mKiu2tNYyx/PE3/hRjHIvFjKosqEQd6LRt4Ow7PzvB5QvOR2MKZ5kvcrSSdNotIhVQk5FWjcy8wPsKU4f2ayUkOpFkSRshIM9LFvMc6yy9uk+rtYOtC6o6eHAr5KRWgZ05TRJMHcLHjc0BnU6H+bLEekFeGebLnDzPKYriojs1TdOwiG1NokKT2ejolJMnTzD5MrBrK8Wrd17m6eld3v/gbcqzN7l54ya9fkJd58xmM1qtFMSSSEcXkG4lFbYyWGNZHw45L0uSKKIWgeNR64i94Qad/gDnHNN6BsU/A0bAzw4w9/8IW1kqL6mNx5z8I5aP38Kv7aCVhJufJ9t/lThJ8Z1dltf+EjP3I7rJM0x7nyxp46oJrojAOXwxDsSOdYmzgT6abhvvfcMO1GDLBRedf8bU1FXNYrHg2dOnTCcjtOvgegk+ifFRwsbOLqn3HCwWIAXHp+ecnIwoC4v38kKdF0DHEYP1Pl54Eu/p93ucnJ/SHXTp9RK2hy1effEXKcuaN3/4Q67t7/Piiy8RxTHf/bPvsbW1z7X9a8wXC8rSUNSG2nlqr5ENh5+MFYiCT4r+PA6BZX50jw/e+SaunlCTsjMYstvfYNlOMAGGFTQAHHjpWBkQKQzCq+A1raBE3lE7i6GAvNEziDVZpMhExudff40bN2/w4MEBh4en/MEffINXX3uZX/31r5MXC7b3BqFDUQiyNOOje/d59OCEZ4+OOX2yJN4wCF0jRNZ0X1YcHTxjMV+CFIFV2JQ8eXxCHEUNv6AMrMjykrBUCtA6MFUjQCtFWdVorUmThPOTYybjM1rt3kWTWpZlSAdpHCFcOLY2NVGc0O21GY/HzOZL5nlBWpR0+33iJME2HJFpmnLjxk3KssQs5vRTydGzZ5w+eUC9XCIbj0UKyUu37lAuxuTmnFZf88XPfY6NtQ3Gkxl1GeTKjKlwPhgNKRthHRTSS7qtDicOVJKgpMUYS5KkrG+sI4UmL4pLEohPGD/TCAghrgN/D9gmbC9/x3v/t4UQQ+A/BW4BD4B/xXs/EmEL/NvAXwKWwL/hvf/ez/oe4y15VTTAB42MJdqWiNkD7Pw+tZaIox8wf2eNbHMf39mCbJ11Ocf0dvA6xubniMUhRH3sYoITM7wz1HWFrQObS3fjNs4GUsqLZiWC66ylxMtQVzbOYqqKyAVWGy0lkc6YLR2mmDM+PcKZkvHUMJvPKIqCoszRKsZ719Boh36FYjYm1TGjDz7gJI6QOBIhSKKYSGkG3Yxko8/J4QZf/uLrlLXlu9//Hq2sxfUbN0jSDGsFi+U4hDXG46iZLyuK2lBUBmmbnvgVE4BvejBEiAQ8Gi0ThjuvMxn/kISIeVUxx6DLkkQQcBRNgw5ONQbEN5wCFwgdwFNWJW+++yZZmnFj/wadVg8vPVoIlIjRytK72cfYQMH2yqsvIKShdEvm5YzaV2gRs7W+RRRpXnz5FrWpGax1+ea3vsEXv/55NrbWAgM0BXlecD4aUVY53XaXVmsNLSWL+YLpdH4FVEYjnS4ucAKrBrTAHuWJ45j9/T2ElFSV4eT4hP4gLGApBYN+l7PTEWZZ0euk5FWBrWuU0ngfc3R2Ru7hdL6g1W5zfHDEZDxt+kgkaZYRxQlJ2sJPxtx79y2ODw4piiXCX56n847zxYzOYJ3Z2Zgvvv4aX3j9KyRJnySygbG4ri54NgJVmkPS0O81XkG/32djYx2hHGVZopQmjWOWi4Iyz4F/SiNAQD3+m9777wkhusCfCSF+B/g3gN/13v+7Qoh/C/i3gP8D8BeBl5o/XwP+/ebfnzp8awO/9TJqdo5v9ZuOsdDlpZVFyQpsji1PWDw7wnuFI6YUHpF1UGkQDFHFiGVynbqyCBzC1lTWUJuQtIFboRoQR01tPXSSWxk61vrtiO21Drau8DqmtBKtA9a7qGqm84rZ+Qnl9IQ0jRjNFpTLJcejc0oZ0e4G+G0UB90C5SG1Ef1Ol831TXaihE4vZe32LcpljvSCsqiac1EIEXN4+JjxaMZXv/Yqr776KsvFgrxfsrW7i9KasigYjcfMq5LjswnTp6ck7hIWKj7+twePoLfxIl/85X+Nt79tWNz/Pmem5FzDVnvOnrfg9WVLMlf7D1ZNxpd9hLWpefjskCRJSDstorSFs6E4l0X6gvm32+uwvb3OdLrD+eQEIwomywnzosBVOUnDDHzjhesUdsHaWo/hxgChfOOCN+dvHVnaQgpFmrbY3t6mrmrik1OiJEOp6KJ9OwB0wnlecA16u5oIpBS0O13anQ5wwnQ2Q+v4onEtjjOSpGIyOUdJz6CT4azFmIqqhtFkjhWS6XwO25t8dP8jptMpSimiKEZrzXQ2o6oqFrM5Z4tpU+URzy1Hax3/+M++Q7uVBuKZOCVud5A6Ik4TbF2Qz2dESRLaxkW4DxIuqk+dTpeiFyTWa1tcGL8iLzDWorRGik8OBeDnMALe+wPgoPl5JoR4F7gG/GXg15rD/i7wBwQj8JeBv+fDE/QtIcRACLHbfM4nDqPbVL2buHgNr1KkFGgdI6OUJOsQJxrtFtjiHDs7wI6fNjelRJcF0scIoamtwS7vYlyCFwK8xXiPbZR2vP9l8OEGKBX46qTQyKzFyy+/DLMRvqo5Ojni/tNnLKuK66qLcTVns5z2+j5Owen5U0bjWUAnzhdU8xKlLV4viNrd0ARFaLLZ29tlf3+f3d0dkDBfzphOnuLqms3hBp3BGtPlnEVpmC4XjGcTtne22d/fp91ukyYJ1hqECDTmy6VmPj2npR3rnZhJIqlX5LorkMKVnTG43Q6nJbKzSZTeYFJ8E5EFnH6vNqykPn72EKvnAikFUkvmizmT6SSw7RqHiVxwrZUkTiK6vTafeek26aHm+OyY09E54/mcurBU1tDt9lhUBShB3E7Y2tuk9jVCmvCICoiThCxrUxQFURTTaXeY2CnWWvI8KO8655p5f/76Vym11TVGWpNlGb1+n/PzM+q6Jl/mQaYOgRQxcdQmTSrqeompg3qVUpLRaMR0MiXTMZlu0IIieJNSKeI4yNk/fvARB8+esZzPGp3MH59dj+fp4SGRjOitR1TGMM/HdLptkkQyXVbUhSSO4gClJ1C/iwbxaoxhfTikyBd4Z5jPZwghSNMWxhi00nS7Pc7y4596R/+JcgJCiFvAG8C3ge0rC/uQEC5AMBCPr7ztSfPac0ZACPHXgb8O0O/3Mc6zdAJUhhYiUErrFBVnqKSNTlOUHqIHNxEbr8LsmGVVYfIjxPIhopxhqjJwu5c5VVFi/WWW2zhLbcICsc5SliXOOXSTOGq1evT6AypTs1zOmU3HFPWS4aCNdBV5UXB4NuH8cA7CUeoWXge0YJp00FHG/PiU+fEpyQb0hkMQAq0joiTj/oPHfPDhvSBPDdRVTSQ168Mz9o5HLJdzkjhiMp+zs7vDtd1ddrc2qYqC8XjMfDZhOh1TVRXOBzew1+qxuZZxa/8mf/THPyKQp3ERA14qBAVwCSIQoGzu3yF/1OGoLEHIoGaEZSVaefHAXslI03RJNhEGkY7Y39xDxBqJoC4Lup0BRjrmy8UFe1BlK3JToGKNilOePDvg8OycRbmgk7aZzCcs8oLlZIarDb1hFxVBNxkAkgWBu3G+mGO8J4pi5rM5Dx48oihz8qIIFPIXjVM/9tT+2LXY2vHo4RMmsyXPDo4vsAzPv8U3Sb44IAcjTZJmnJ6eUlUl/XaHLEpCJiVS6EgSRRJjSo6ePmMyHje7/yWL0NXhm05IJKxvrrF3Y4Os1+VodID1FcP+EC88de0wVRW8HKmJIo2Ul6Ga0opIa5z1tNudUL4WkjwvMCbH4EOvw08ZP7cREEJ0gP8c+Fve++lVrLr33gshfr6N5PI9fwf4OxDERyxgZBTEKoQM8NAkRSZZaONFIQh87S7pQtJHVwVm2kXVE+pygYm62GpCXtfMy5rKmHCDhae2ntIIXqFhqF2RjQIGx/TsiD/+vd9BS0kchXpxpzNgf/821fiUw7MleWUplyOkkigdXTSfyCgi285IBkOi2ZRlUTQxGyyWBXcfHBLHUROOCLTWCKFYmpr5/JDj03O0Fuxub9HrrfHi7Zt00piqLFjO5+SzCdJbuq2MaH0dHadYB5sb22gdzvUff+u91cQGHgN/uZgFDuEVwsd45ehu7tHb2WEynbHhQuOMb/i1LhzWxnhcfGaDJmw8UpSUdNt9OoM+g7UtsILaLEHUdHsthFDMZhPKskYISLOUNE7IdMr22gbLKiOLEvJZQVk6sjjl5rVXuHHtGjqGQWeIMzCSIwSCJMmQStFudTDWUNaBo29nZz+gSf2VHAANPd3FuV+hIPchXLAIRqMpWatLu9NHCNWUdT1R5LBuifcG3/D9F9KTJBGtVpder4fNK46ePMXVy2ant5ydjjg5PqEuyiANj28cs09YGgKiRFLWc6bTmD97623q3DHdnHLaO6etO6ylfYQ1RGlK2ulTVqElPo6D3Fq+XKJ1hNAKoUKCOyQHY6p6zmI+p/4p5UH4OY2AECIiGID/2Hv/XzQvH63cfCHELrDyOZ4C16+8fb957Wd8iQKVhUSdlIgoQiUZKkkROsYrjdURXmloRB6quib3jlhobLqNiTYpzj5iWp4zymuWdaCfdoC1gqKR3hYNBXRzbRf/ChEkukprwEdURlPYFq67x/nohMLlaP087+Gqscc6h0oTBskG/RUVGqEEWTVwUpr25ecVkAJIJUkihsMhUkiU0kFOva7J2j2EjKjqEk/ohixqx2Q2Z1nVZFnW1LaDlyMvMMurXXFlrJtmFiBK18jVDrFasrPVhXaG8jVGRJdd3CsKrOZjVoo6q+yAUhGDwQZRltLrdimWBcY0rMXCEycKT0KWZUDYmXY2txi0uqA859MzbGWpc4NWKcY4hsM+O7trzMwMVwVvRyCQSrG5tXWxyFfGyNumEay5zNA41LjNSgZhEw/WOIxZYfsFWqtG7CSEhbapHOkGAfrRB+9SFBYpNJFQYCyDYZ9uv02n02bGkqOzU/702+8RxZrJeMrBk6fkyyWmudcrA7B6tn6SIRACNjod1roD9rau8+jpU96cv0v+wpKN9QHdrI3e2sfbFr7MaTdVhUgJOr0B89mMyXhEliYkUYIyiqoq8b7EWkun3WG8mDebz09Zej9LhqzJ9v9d4Nx7/7euvP5/Ac6uJAaH3vv/vRDiN4G/SagOfA34f3jvf+Gnfcfe3p7/q3/1r1FVDVccolHqlY3EU8Pht2otbvD/zlahn74O7bZeRthyQV0tqI3HNtLWoZ04gIH2rt/GWUOVL55fI413tnrNQ3gIohipVOjma2rkq+Mv485Ld++qR6rTDrWpmc2mXOVHVEo9F8NKGejPet0ug16voeMOO5psjIyzJmAabDA4tpHR0pFGK83Z2QQrYkRn78qFfMI9xTOfPMNXM1pphFctdGsTd2VPuAAdXQQDV8b8KVpahutdPB6tgxKRa/AWUl5SutPs0EEZOYh/CCkwtg4lNS+IdEOpriRxrClN2WAVFPN5SV0ZZvPllXO4nGuuvHZxps31C7+SW1/dn/CL1TPmuSIN5h1r/R5aa45H582RsqE3C2W/wBcQ2sTz5YKiWDaGJGTy+YRd/ye9trOzQ7vdZjQ6IolTWq0Ws/kCaw3tVos41mglSZMMrTTegdT6go1b65B8NbW5YtQavMuK/l4IKlNRVg7n+aeSIfs68K8BbwkhftC89m8D/y7w/xZC/DXgIfCvNL/7LYIB+JBQIvwrP8d3ICVEuuGGExB2LmhM/JW89OWNlEIglQeVXTwgOo5JWPuxRXCBnhMSKTU6bQVYrhQXTTrW+NBM1JyDkhIVqSDdrTUO3RiJEC/GUdxIVRmufqGUwbWsqhqlY7r9TxZ+uDrmS8t8Ofq5jv34CLwmFW72DCkuW+8v9+4rEyIgUxKyfnAYLNjZyeWvxUoWVlyu/qtvd0FldzIq0FoBgbbNu1CicqudpylrXUW7CSlxzl/Qa4WVk19Z0FdCEEJiVShJut597vx/9rhaI7nywxVL//GP0XWgGbu2s43gEuuxOhchxUXOJUs13neDgXGgtFodGkhefLh2R5Bhk7JRQ6rDfEQ6ZPu3N7aC0rOO6XT6gZwlii42DOcCZyBwSYrj6maXUoE70gjyKux4SoAzFuEMIPFCrdymT5ypn6c68Md88rT/xk843gN/42d97sfHycE9Pnr/2wggjiPiLA0/a0lZFEiVEieyUSkSRKkmiiPKsuSSqlw2zRU2CFQIibU+dK/p4Oru3/pVxuNnvP/et5gvatrdlK1rGpTgw7fmlDOFiyVx1uKF69v8yldf5K33H9PtpJxNZ0SxZ7CWsrHW4de+/pscnhzw4b0fYmqJUJLaOfb2bvHqy1/jd//htzg4X/Kjp8vQOgqsMmurRzAQkzbF/CvqgdAU5QQXD8RFnPvcCK98aU8iu5uY27/JTuyZl4aRifAi8CtKVupOXMmeX3IfBJ4ACcKTqBqNpTAaK5JwnHAXX5d8+PfpypLf/B/+C7zyykvBKxOCydkZ/9V/8h/z9IP3AqOOiijOxswXCwyeQmtEb42qcmytb1PmJUW9xOdLZuPzwP5rK3wdOvhKa/nsV38BuTPkv/7FNsoJlAQtwUsR9Cblj89HwH6EvhN1pVVc+JArUSIoLisp0e5yTl/95iHr5yU3XrtGv93hyYOnSBmxWEwROOJhRp1kmEXJ+w++TTU+Z1kumJ7CjVduoqymMJLhtX2iacJituCpvgtZh51BxemDR9z74xFFWfDnf/k3uLFzjX/u5iE3X/9LbHz2L0GxoHr3HeLPfRGyVvDYnr2Fe/pNEDFm+yvUCOTRmwgvsJ1bmHSd2c5t/qMjz9A69rsR733nh0RP3kVHKXnaoxofEJ09+MS196lBDAqlkDrGGIvQacC4mYrKSoRQpJEAJUmSlKLIOR9NiJQmUpokC5LdUku0Fpi64aO3Bm8s1iqWiwK85ZoP7LPLpQXhqQqJKzVR5liLFOtZG9dP8a0hn997lQ1iPrv1AouixMaabNjizss3uHvve3z7e3/K0fGIk5MnLBY1QimMsDw7mpGXGtOU9S50Fa8s5ovrvpJfWHECfJKOgBSfZIsvD03w7KUgkph35paxBbzC4xqBjSs5DcRzXWZBmEOykdVEizOObZs8ToKqbeN9NX7YRT5ESoF3Aukd9fiEuJywOehytiioUKEdPLJYk4OHfF5z4+XP88rn30BiePLsEfn4nHfe/B5VMSV2IL3EIAJL0IUnsgoRm6hQhq7L8CsZmmuaOQjXd0XLkqtzfClEghAfm/8gqDqejGjHIZdRlYbxeIoSIG2JXHNEQlIjGC8qXF2hbNxIkHuiJKU6P6M8l2jpMbbAxDPKmeHhD54yH0Etc4ytkEKw1oPa5RhnIe1QvvR5RlYS5RVricbLDNO6jogSjI5BtnC7X8J68CKhlAk/HAeP83+0F5FZx8PBGlNeQxw9Rk2eIZeTn/rcfGqMgLOWqqyxFgpRkPrAKOScDWCdNKHdTkm0xuCIVQBNqKZcIoSgtnVIKiqPL2vwMmS9naXKc6qmLbe2MM9h0BP0+jfox3N6tmArStghw3pBS2UMzxeo6YJ1B33h2U+GpINt1tqbvJ9rvv+9H/Dw8ZhuT1MUNc5Ism4E9Tl/uvgm14afAy7Vji6MgAzYvvBaMwFCIhoOqJX6sFgdsHJfn6928Vyk3hxTGUuRl+x1Mm50BPWkpHQxNIrB8iJZtfrM4BGsFkosLC0zw84OkHIHkgEeefndzd8r7chVHrJcLjg/fAJ1QavX56xWWB/h2ikqLmBxTr/V4o1XXuPOG18hG25SSsfwzjXq+Yze9jqP733E8aOHFJMJpixwjWDL6gKDqHBY8E5cRTZczueVybg84ZW8UJMg8uIS/ixEkHBf2UIBJHFEkVfsbO8HUA6O2WhEmddEPYdIJbgQEtpG1MR4h61yMi1wc1hODGkKLspx9YLReYU2GdduDjifHQfAj/c8PffsbCqS3HBY1jybW8ZlyctrCf0tRTrcQ7QHGOuQzmOtx8f9QJLqYb4ouH//Q8zaFsO9baYIdj+zy+vs8gf/2OJODKo6/cmLrhmfGiOglaLTSYiERliDSDVIibMOqSRVVRMnns31Td74wlfweD669yEfPPwI1U5IogiqirLIaaWSNAktpEoG1RmZJiEpJQQm96QzuC4Vg9kZ8VNLYWvOC8e7ZsEyjfnVnW2Wh494NJ6zsbPHzXZGXBW0P7Toec6vtV7gaP0m37IPEcowS5ccnMw5flagY8tgfcnuwDWlp48RvDVMMT8pLgWCmMnlwT/260uH4Gqs7/BCsCTmoKzZ7Fv2dQARPVgaDCt+qedzBBfCroBw0GFJZOaIJnvuPmYkni8Er1aO5fTsgGW1RGQZo6nlZGGZCo2nhVWaFz//Gfb29+lu7lInHf7wD7/BeeG4eedF9jbXufPFr7N74xXG41Meffg+H3zn21Sjy6aoC11KIRvYT5iIC0PJ5Sr2Tci1MljqKlfl1WMvLkFccTgEcRKR5xXDfpdW1mI+nzE9n2LrCqqadidCmIosi2it95hbi/We2tdEtiSp44beq0ZZi6ssdtlBRoIFM7zwTeglUPEGSrcY5Zb3jiuUlgzSiLU0hK9SpahIYHyOd2UjqGrDZ3hLVI3YPPgRs9E+f7TX52wyZ6PfYr2d8PpXXub4wZCTH5zDZPGTnjTg02QEIkUcKVSkkSpG6pAdRoR/ldTsbe/wF37113njc59DWMt7P3yHP0havPfsPnlZITzUlWNhNRaD8JZWnDFbzinLijhqRBiMIy4sR7nk/eqIuZfMcdTe46yk1Vf8UpKSRHPyXgvW+xRRRPrCNu7eIyohWVYR2xu7vDr02HxBKQq2tgpma5aSmokNCb4L9/RqPB/82ecz7leGeO6nTw4BxKpqwuox9njtmBjJpCq42U643omY1Y6T2uOVCJ2AImSSRchigQj02wJJR9a0FRRJhqoUQiicaHQGwlYcFqEPMmAhI26IWwkzIzkvNffPJpwXkht3brKzsYXvZNj5hH/4O7/N9u2X0L11/uAbf8Kv/YW/zLzUvH9e0aMm0SmDnRt8bneL3Vs3eOsPfi8k2a5Mx2rxX50ncWEUGnPVLGy3Srdwsdav4AdCS27bx5TY0IHXHJOkEaVR5NbTFoL9/ReYTSVucUYaCXTtsN5Qi4pWFBG1I1rtDKMd1JLZZMTiNCdqS2ynQmtBKtdpD1rU08cM1jdIslZzwgrrLOup5KvXO3QSRSeSRCpcl1vlhIRo9BVL/PQjTDENJCqFRLqc5Ohd/vHvF+j5nNmLd3jWX+O1a9sM72whDgacTp588tr7xN/8dzxkE2NifYP082RpDHhM01jy9Vc+x4sba3g7Z/LsnGtb6/zSSy9zcHbK08lZyDonGbHULJeOvCjI50WILQGVhMfGCsGs1WasLfNlQVkYysoi0Nja4l1NXhQkxrL38gvYGipXk21s4p6cwrXrKCuxsmbpPe00A6DnHUlsqaTEz9OLPdc3XAmruNOv1vZPtAKe51IC4rLEFSobz+cXlFyVTQP0N3I5sYayNtRO000VN7qQjw0jn+DwaOfQWGIFCoNyltgeIIQm8RG1KXHWMUw0KFhaiSe0ERvpLtyBVe7CGMXDxzP+4JsfcHg0pZYJuy/s01/vkpcT2ps9fvinb/PHf/L7fMnU9K+9SKIkG4MuCymYOI+KUpa+5uTxEVu7PVo3X2HnpUPk9CC0LjVzthIffW4CGyMV5sEHtaTm2FVy1YvgU3nAS5DOs0HGl+wu9/2Yj/SElZWpi4KqjjifFwjZZqu/xe3PdOkvzinKRxTzp6y1OshuG+uWFLIOMHSpoVZ4X9BKJJUrcZXHo6gqS16WSATrO2vEjSSeA6yrUaJmpxWFtmgPy8qQV4ZlUTGdLbDljLpaotySdnWCMAUqTfGqhcTQKs7QT0Z4Lxm9eYSNusx2XmB7bxdX/f8BLPTfxTDGks9zyrzCS0Grm+LrUO9USrLZ63Fnd4soSchLz4P7h+xf2+T4aMTh01PO8wlJkiIiSeGWgaJ50A27HKIR1Qx/rIMaSdqGyIPxnkR4jAdbNOyw+Yw1a7Aq5sGDx4hEs1vXmNmM+WiCSTJe2FL8yj//RrOreOpqSVnV1Mby7oO7TJaBw19+LAkVQDjuYicDLgE+0IhreJytKZZzrPPopIWM09AkJZrHWVy6sXjAQb2w6K4mjmPyqqadxWy2IRcwGwesQVvV9BPBsCVRtiIqHf78A07ynMdmiySKuL6xzXYmyeSCJ1axoIURklosia5Yr6qu+dY3v8ff/y9+i8PzKf3dXW7f+gzT2Snff/NPefzRQ/7H//pfIdWhDbYoCq5lMRuDNi/d2OPRJOd0sqCUGVGaUviIpWthZJc5MW1/udzDJYaf5JXLrpubKxqMQFjwYcdfGQBEmGLfJAkyEfFqucZtk/IoVtjm3hhT851vfJPSRKxdf51up+DWeokQmvPJFLM8JF8esJP2EdQQaebRNBDBRD2KaQ06prPeYVKMoC7xPugWmHpJbQwVS6wIbEtpdwuh25i6opSKuXS8+/ApR4enHI+n3H92TDGv2Ru2qBan5AZaUc1gc5Nut8uNPpSyQxF54nJMJSxqOQEzYXz2jMndLpGrfhrj+KfHCFRVY02FoMgLbKwoG/ctSzKuDTY5OzzmP/2vv8OvffWzbA3aPH7rTR4+fEpeWdJIIVyNKUP3mdQKoUPZLo1jYqlYSYU761ksC0rnKK3E1iBtcCOTTJNEgtOzEZsy5vHhKU+fHRI5ixm2GT58yHfffp88Tvjf/s9/mRu3X8QJTW0kmBRfKlwdQpKAnrs0AM/Tgv/kYEB6h/CWspjz0d0PwDmu3bxNmmickA1ibpUVF4EBp/k8gQAL2lqyNMGWSypTUtcl9fk5nUlFu93m5f1rtKSjEznmsyWPjh/x9MmYqrdJ2d9nPh8zMBGbrZjMlyyImVaOtFqSlaehTVoGT2A+m/PN73yT05OndNfWuXZ7j06vx+/8zv8XbMVymfPgvfeQecHmYI3ZbEavlbJsRQxbCYfjBbaqcUkNUhHHLcrK4zPFpKxIbYAwee9wPnR9rpJ5Se0Z5oJFKpklUEt/kQj0IiRBV0Qcl7mMYBX26ozbeUKuSg7V/GL+rXE8vnuf3EnKaMA8K1geHbF/4xqpqCjshCSDYTKkzMdYVXHz2g5GQ50bltZQ1hXCCZJWi2RWUJYC52OUjKis5vRkzPVOASmkwhPjMXUJAt4/n/CtgzmvbF9juzvkB+/c5eRkipVbfPHOqyyqigePH1OeLZhXhg8OE8rrX6Ho5KwffI/Zxh3EeIqzAfMiDIjlExTLT1x7nxojEMcxURbjlUFnTSslLnCtC8nR41NO3/qQ77z5iJP332VvZ4hWgsOJIB/XZFuaKI3w0qGEDlpzQlDkOYUxGKVRWl9suNJLvJdUeYl3ECFJkoTh7oAb14d0bcX83hnvHE6JhKN2MHl6wqCy2PkC3QEnNjHpHaw1nE9nqCThaHrMyXjC8VjSv6IDedUIXIQHV0ZwcWXoBhufcu/dN5FScfu1L5O2e2HvE8FLWO1mH68YCuFRLBBWMRkvKEfH5Msxh8fHPH38iK9/9au8vL9Orx2ktkbnC0YLx715Sbn9S+i1a3gdkaUjRl5yamM2Y8c1r5DFAj39NuXkKWdmiVcJ1jmSNKM/3KTTHpLKFrqGajFmcnxIqlo4a3j6wYdcS1tkUcwiL+hkKdJW3Hv3bc5KiXcRwtdIK1FaYosc2clYLhcYZ1E0qujSNT5As/MLR1JJbos17quKx3oedn4fWI9XJb9AFhJyGUoI2kTcnEb4yYzxXo+xqC88DbzHFYbCGI6fvMciPmIZDxFqwQubXW5fH3BQCOozx7Dbp4wcC+fpJoKp8WT9BGdaUHlkLMniqMH2ZMRRm1ZLMTs9odwy+KFjOn4KvU2iusLYmvsHBWeFwkaKNpp2AnKzhfCGsjboYo6ZT5lIw7Vr14naN/nIp7h8zHL/C4j1PapsRkWCsxmChOTpH0J59olr71NjBKRSRGmLWpYoqTA2VIGttRhreXp+xOc31tkfZLz55vvc/ShjsL7DwdkSjyVdG+BTT7fTQStFXVmk9AixQvMFeCjQuNoekztMFWik0IIkSWl3+gzXNxlaS/v+hC9FigjNDpL66TGyKvmV69dp7WySGkNZVSyKknlZ4WrDeJEzW1YUJfST8M3qShx/iZIL/14C8gR1tcTlEyYnz5C2YGtjh7o22EVOmrWaxHbILF+ikFeJMI/A0lYjZmdTju+dMT97ymI+AiEZ9NZoD9YxMuPeowPuH5yycAk+6VG2XkF3NkBqYu/wcZfcRTxelGip2ZAlO1nNcbmgnGm8D6i/xbLifLbk7Y+e8Wd3H3Nn5xr96DHy2jreO1rO8Wy2xFWec1cwryTr+9sMBl3m0wnf+M63UIMtbLvL+eyUzZ0dNIrZfArU9Npdonx+Acf1PvA4iuY+FkrwuO1ZX1S8lq6Ru5oDtWzgwi6UXb1DOBGKMVJipeBO1WdvqdCx5pnOqfEX7rL3nnxWoLKI6fExhZpSJCfU5TF2vI1Wm+xsX+dHH7zFow9O+Myru+ytt/DUmKIm2YixrYylgTh2LM7h2dOa8cxQlEsimeLLGGyTHE52yX1CWpRYqXgydTwtJL9/94yWqym7e7RaJZQVH330gHp+zpNnx8hIYqIuOy/kxHrK6emCcvAC0fEpFk2iBXEWjFBy+uMVpqvjU2MErHM0tPVUVUE+y+kPemRZG+cVspdy65VbpLpLu9dB+pqDs5ztXsrpeI47kyyWOUVlaLW7tCIdSjpeBmopb1Hi6g7skFISZzGRFHjhkAJGh0e8NZ2wG0X8QlXzRn+bupwT6QqSgnQ9JVmroT4lP/gzph/2mYuIsqopjGc+n1FXNmSfmjq0agzACirrBdAkK0NPgyPP5xw9eBszOqCwEGcZ0/Ex1XhGb7hNtn8Lr4LGgsc1wKFVdSD8SYTlVnLG997+Fu/dPcVVOe12my9/+Rd5+dUv4KXm/sMDirxg5jsU3duoSKN1DMggxSVc6CEQkpnLeLI0tNqWTBQ438fqDpj7WGs5Ojhisljw1o/e4+nJKbI2xMsTbvY/z9rWDsuDCTvXX2BewbPTEb2tm/zin/vzbOxco9UdsLG9xa2X75B1MpaLmnyRsygLhoni7PghvXaLlBYVl9LvOBnQi14gLZS15f10ym+cZ7zUajONSpaxxSl/qV2JJHEQGdgsEz7rN1jLPMSScw5ZsSetkrJ5ZajLEhFHZMMOk8kZSRRT9ATf++59bl4vGHQ2qCcFx09mDEzB1naftb09prMpT+ZTqtoy6HToDjrUyzlCWJxoY5wiidvEcQpCUGa7fPjgmJtRH9nb4LSSVFbxeBkztylF8jJDUTPMFtizp+RKc95tUVvH0VnKW/kRIpqhZEryeMJ+D4bbfbZ7HZRQJFozf/TjDJRXx6fGCFSVYT6bEUWS+WSOJEA7tUwpqpqN4QZ3PneHjfYxveGQ04Mj1lpPWJQ17TRmVgo8XYwt8MZxOp+hROi39ithysbcSw/bxrGTxWjniKsAMurUnkR6/GJBx0H7VofOF0sG/TadbA3V0pTHJePHBaNnU0Qro8pLSgLBg1Ix7ThlsZxQ1wYI7EJXC32XZcLVX+Hc4iilnXb54PBH6O4G1/dfYL3fRscJXsZ4Ffj0V229FnDuMtfgfYQzNeV4hFmc004i2uvrSCVpddqcj09ppW2qPOf8/IxRpcmyPWSSNn0Y4FEYmhp2s3mMKsUDNC/GiuFwjbRT8eSpoMxL3vrhD1EtzejomNhBaQ39GzfIkg7711/mm49/QL/WFHjmVpA5jSNmsHmNf/Vf+19xenrEnc/eYX17C2cN8+mMJ4eH7Oxtsaxqnj054fG3J1R2FhB5OKQIbLqRl0SPZ6RLT2uvjzk955XBLgPXYexzfAvO04KJMljv2DEd9vMW6ybBpTWm22buSma+unJfQs7ISgG1phu3iHUEMiXpDDk8fIavz/HVnN2966RJl0hbkjhluVhg6ym727u00w32rSZSnvz0GXZ9gkolFZucnZ6Frj4BQkq2Xvks5ukzkJrDmWRhNZkJ1OlWxDilOfQpeatHr7WNkpLNMufFrGKg4XBe8uHpjKMlYDz3ji0n+RR3K+b2esJ4NCeflz91oX9qjIAAnHEUxhOnLaJYUwPT2TyIbnS79PZ3GPZbRGtrbN4ekNa3qJaG9+4e8/6HB5hIcxotyV2B8VDUFm1DS6ytDcKV3PQhqtyxnje0QFhLqxUhdRz48bRHZAnVaEm7JemUUNw1TJc1SlXMHy7wOUSRhFNDW2qUlBgZURSeurT0Oi1iHZZ+6OzyzycGhX8unl/Bbxd5jhWS67dfZOPmS2ixkjQLB19kxK9SUF8hrFiWNe+eQKW22L/ZB6mpq5J7Dz9kZ3uTjd4mWiYIX1OOjugMt/DJy9ioe9FTIL1D4UAKOnaCMktkkrFIJSLtUNVTVtqOwllMXSEIakwoTbq+g5Ytjh4fszA17mzE2tY6eVVjqzHHz54xny0Zdjs4e8R4PKe7tsGiLDiZTahixQdPHhN7Sbc7IE1TWMzAOpR19KziWt1i27ZpjzISGdHJe6x3Ekzu2ZYZ66TIuYS5x1JjbYVAI5F4V7Ool8yXBbmyDHuSw83gna+StXGSIbOU6XJJez1j99omRV3x+PH73LreR7c8b7/zI1576Q7tdouk1aMUnqcHH/L4yQGu0CTJOmmS0k49W8MhLspZzGF8HFitg24FWGcZDLqcjJfcOx+TV31qr5kaiVeWnU7C0oYSqBdBHSl3KWfOs50m/A8+s81oueS33z3mhydzCjRn5wuyCNRco9tdOt2I+qeABj81RkDFEWmvD5Zw0wTUlcXi6bYy+oMeKk5Ibt7iVucck7ewueD88SmD04L57F06a0OW05KZn4V+ci8RuAbXbTF53QBCPEo4OnEMxqMbmixNYKeVSOqqYvb2OebDEGM6AUoaqtKEjjEjKE7OGEYx7W6Hsq753T/9LqPxhF//C3+OXqd1UdqyPpQpL8raV12DpgSWLyY8efghUbtHb2MbrxTGi+eOlRfdeOGB+PiIWj16175OXhrK5RlaOeq6YjE5p9+N0WvbpGnK9f19tja2mHrLqJojkjYRllQY2qkgJkBh16oFdvYuQl/jfCTIzh6i0w54T6Q1O9vbxD3J5u42p9NHWGMRcQcpUqYnpyhXImuLMyVaOPbW1lhrxbiqQMsBO/u3aHXanJ5PWeY5dSWoK8HhsxGddodBu8CaAI/dLGP2l21uVj02VYdB0ia6HRFHCh3FjGZzzk4O8HKJ0DFCCYR0KBUjZYLDEUeSVtoGHGVdskZMNhY87sE8a+ZYSjY2NlhUkri/gc46WGvIF0uyzgZOZZzPXZD6lgbrCmYThcPSU11kFGr8VBVHx2fk1YK1jSH9jQ4v3dDMJmscnI0vAE55WbJYLvjo8WMe3zsn7t3EX3uNUOJQFLULORivQFoMFaPZggOX8mgW8bTO2W57bmwkPCsqRD3FG8P0POHVz36ez95c50eTiE+GCn2KjIBEBpCHcpjaNiUhqF1NH8fRwQHTg2Pil14JNNtGY6qSbj8lSzydVsKgHeOmlmdHZ9SVod1J2d5dI44iLDpwtYlw0c4a3j0+DerFUgZdPw9SQ18K1r1EArVdIr0nl3BPxsyt5jVpGEpJ0muTxSkuSaitZT4vmE3nZFHCztaQ2XgEIUXVlKhWu/fz126t4fFHHzI7O+f2a18hSfs0fFmhvNVYAX/FioTI4PkPElKh4h63b93i6YcjDh49wvmgcfgnv/+H9P7SFq+99gL5smCtl9K1lvrshNqV7K53GbRjOqmkpQWnp2eIMmdSLZmd5eSyS7t8gEp3GkFMqHVKK+mxsb2D/egRlTeBV3DQRghDJAR1NaeYaZT37HRTuqlC2BqrYqKsBZHg2bNH1EXJdDbj/OyEs+Mj2sM1Zu0upszpeMW/OtukmhlctUTEFYt8gnQeb2omiyWnixJbhoattJWQL3LyvKC/sUV3bROdpGgtsMojqpLD+28zm83Ye+llbuUd7qki5BmEoNdtcf70GKKE2iiwjlaa0WoPQHt0rNnoR0yLkrTTxi8qFvMJVSW5uXeDW5/ZJIng/pP3eeuduzx+doyRjm4v5QuvvsC4iBEyAjxlZZFJi+2tPYqR4Wh2QrGYstkfUhnIK8jxeGHxzlA8/j7Zsw9JNl6Fa5/ndDbl2cRiBOx1I95IQMxzHueKt+KMR4c56mT2U9fep8YI1GVBuZiQZDFaB2GQSCpUFJMv5jx7esjjR4e0o4SzgyNcVZElKUVe8eTpCbP5grwWzE4qDh4smJdLhutt0jRmZ1cyWE+ZLgNUUyBYWMXTwvKg8LS6CVmUMj4bI4VnLxH8cqK41fQuWCl530p+vwg3oicV/UggNtapUkUkBNIFwtHz8wn5bEnsV2wuvmHl+SSQMJi6ZjwaESUJO3t7aK1XqbBAE/ax935iM6H39CLP7Ru7lIf3ybtjyvmINIm5Nx5x8OwpL975Aq12H+8dmYabaxGTcsytfsLOsE1R50RScW5zHsw9k+SzyPYulU5wrb+IVx3s6LcpF6f8wbf+jCxpc3w2ahicNe12QtLLaPXbmPMRdVWQlAVKCOrRIYe/e4/duOZsfIRKe8RZymg2YTFZUtuS2eSYcnbK9eubnB0/Jily0kgyrMHGCqN8qPqoEFKpJEG6mlom6K0+xlmEN4zHH/LW976BdJ7Bxg6DrR12r91gbWuXTpbRGwxppQLKKS+eRWwtI0wVSor5dMb8/BSZZWxsrJF1+0QqoSzrADH2hvsHz5guFvyLL/4mN4c9zo9inp4smDjF/HTEzb0uOzd2WFhLnddUpsCYim5nyd5mhFbBuA+SNipLGXa3aIsO/sMHvHtyQifqM8igGynmBqZWUSwX9E/u8rVrbd5+/APYXqMvY350cIRtb3KjramcYisRzE3Eg6ngcJKzP875abrEnxojgHd4WyPQIaMrJWkrJc1SFvMlpa1R7TazszM++O73scQMd3c5G+d88PCUB8+O0MmSa9du83QyJj9aMlzv0OklGJuzmC2YTctQHhRghCMDMimIRJOi84LaewrjKSPwq/77SON7PeRZTl2WjBxYBJUxoSmJQAGd50sEsJiesNaNGM9WXXb+Y0Ch54fWEVmrTZllZFmrwcs3AqMXPIFcrv5VWCA+RlvVgIfuPzoiX05o9yKMj1gUOevXbtAZrBFrSbfXIU4UztYY49mRjo1eymw64t37D6l9wryAabqL7WxdhDJFegMP6KZ/oLQCU9Qs85pqWVIJxfjsCG9zllWJqSvWhwOEiukkCaYuyX/wNvVnP0M1yIgWC4qkhWp1eXDvMcvFjN5AMVxbo52m/PDJI/YSRarbWFODawTOncDURei2dA5R1/jcU+s2pTGUZU3aGvD6134NW5UcPL6PNkuGGfTSmkRHZDvbJHqH8fk5XWtYmwsODEydZzaagFNMJnNUnJC2u+AFqVSUyxmT5ZSxzSnbij+99x6d6HPcuHYbFZ1zZgoqk/P+B88YbvZJs4R2qlEyQQHWLnhhtyavg9bk4nBKe+DR7RaLScnR46fU+QnJ9j6TZYQlCKqkWlDVNbc217m206Ooat599j62/3kyU3G8LMkTzUPr6cYadMTLyrB1vcPZ0w6zZ5+89D41RiBNU9pZmziOQQYSEB0FgEyrk9Ff7zPc26ITaaaTBYvlOTdffZGNnV1+9PZDamP4hS/fYLi9y5v3PyBONL1eCw/MlxGTcUVdLUKMDqgk4sVEsLWsqEWFqypMChZFW0F7BTcFdBoz3L9GvHiKcZ6x8EwGbaKNPq2shfVwcjJivszpddvUyyW9veuIkylC2KZn/3mw0GoIEQze1vXrLJZjDAFBJrwArxucwxWwUYMJ8A2fnhcr9GAINua1pLZtymiLwmUkm7v0ikM+89kWf+E3/2V2Wh0cUJqC+SzQsFdVxUdnY54eH3GUC3RnHd3pIJIuzisU7oJjcDWk0vSGW4Ciu6hRQnN+dso/+m9/i26/w5ODY4p8Tv/GFvO8DoxCcYt4/yXKqMcy93RaisW8oJ10mU2nlFXO2vYOTmqOTibIrIfWzfXjQveccxjnqIolpiqpTEVVLpjMLbNRSbe/xksv3WFrfY35YsGPvvsndG7uMNjc4Mb1G3T7PeazCR3tcRhi5UApLKueCM+yKPFRwvrGNmmrh9RBXUjIGmtKcirqbkzdTnn75DEbccbGa19k2OvxzT95E2sLPnN9DWeD8E27k5FpSbWYs5yO6acdUFFoxHIxziUkWRuUYzwa8Ysv7PLP/0KXQsQczGvefHDKD+4eYLwkamUMN/Y4Pjlleu8x+Y3PYZIOdWV5mlcshKLII3Qc88XacaMTYboZPy0g+NQYAYA0baGzGLQkcgLpLdNloLAatFPaQSaPb/zoCXGm+e/f2qIdtZjnOTt7m/wLf/FLPDnz9No9hr0Ou8MBtTe4KKGwPmjQA0Z6uje3eGOrzzt/9j6nrRZGSXqlYateMuikZO0OdjRBeA1RTGEB74giTT7sEf333kDv73J6NuWtdz/ij//xdzk5HfHSrT2U9HQ77aaWfzULGIaUPw7eWFvfglc+R5Jml+QhDRYArlYXfNOEtOobvDoEVmfojdt0e9fpmgW6OOU2LbrdBa7yjM0C7ws+ePAh3e4WW+s7xIljQoRMl7TaG1TJHrVoyoVXchnhlMK56Siiv7FFsazpdJYkOiHtdHC25tmzp0znJcIbpAjh0OnJCVNXs9lrs60ExcGI5UYXmWUMooTPffEVnhwdMLx2g0zGlEXO+t5t9PgRYPDOXiAtpQ8ALCsFxpSMZycsJhO8nNHp3CYq1jl7dMLhs8eMn77PK3deorO+QaQVrTjidLnA5At0pEOy1TlWxKBCCJJeB6Ie7bUh1gucp2lGO8PZGtFS1KmnaCmkUfzo4Ue8vHeDl7Y2eHL3AUYKvvS52whp0JGirjzzk1OmJyd0sh6zqSGPKrIWeKVwUoHO6G/d5MUvfJ0vfv461zYGmMqyqaGsH/Hoo9/jfFGwfOEOi/k1xpMFi5NH+JMziijDe8N8XlDODliqiDuvvsRJlfDOYYG3nxyKwqfICBjjmC9ypDPEccwkX3HVedpJTOokxcmIu/cPGJmKm8MhSnrKasmT0xNcFPHsaMq33z5E65pbL2ySDdrIoiS3FYP1dXTTehtryULAuPS4dkqVJVRxTJFa4nHFnWv7XPvyq3z4e7+HPXPUccq0qvjSV15jsNbjO999kzJZ4+GDM/7B7/wpDx8fooTg9s6Ar3/tDq+/8TLb21uIH91t6vrNwv0pYUEcpezt3mRlNLxfSe983Ig0aLjwIyvxTGgqEUicTPBZgsRzeHzGMPOUZ+ccTH6IkhHLesRHBw/Iuru8/oWE3X6fTqfDZj2gyFMKH7SH5cWnyovvXPHcJUnCjRs3ePjwMbVzGCTr61vsX9/m9PSY6eIxSmrKyoBzzOdLbLngyekTvvjLX2GYwOm7f0a9tUs+P6WTJmytDbHLBXMzQVtDdX6Co4RYAUEURCqBjhxJlmGtI8v6qCgmjUeY2lGcPebe+ICyLKiKJcoazo6OsAR+/shDliR4a5DWo7VCOnAuNG15BLTadPqbqDgGIamNZTYd41yF6Ed0Njvkyxl1sUSImrg7IEvafHjvEScncz7/lc8yWF/j4cP7CKM5G52wmE5xlaEewNP5jHTQpdUa0o4lSisqq/Fyk5svbTGq4YcfKmxZsJgvyettXn/t15mMD1G+5u7dt5nO5kTTIwanb7Fo7xHnI/KygmdvsrV5ja07L9MSHoqKcvnPSBehFxIZpzhj8CrQY2ftTqhpz5ecHs34L3/rj3jn3l1OizN685Rn7z0iX1QcnJ2StlP+2++9x92jE9JNTavXxbk6EEIah61qvAjEGnGkmdU1PzQ10fVrPHr/AZGOWeuk7H72Dg/nOad3H7OwGiUrxNaQcW54ZW+bW5+5xe/+/jf5R7//TUxeEMfwhVf3eenFfW7s73H9xg5rg7UgQ7aCCTek/le58Fdw3xX3oEBedBL6iz1esCIfuZyoq8y5z+MEwmg+zQmEaDO49jozO+G9d+6zph6DTpnaJYXqELU2eTqvqcpzPrO/STdL6JSWuc9xImlSqFyqEPpLuDNAt9dhY2uNux/cpXQO3e7QXtvEeEn65ATpHFVpqMqS0jlUpEiFpChznPBE7/yIfJHzYaZYa0W0k4SiyEnTQGMeVwVRGgBXkY6RUoOSeBnaqmMhSVtd2t0+5bCgLBeB0g0VNChNhTE1zoeeBFOWLOWUKE2QcRwajFjlbOQFD2N3uIVXUaiA1JayKtHaE2UZC1GC1myvrdE+KZhOcl649TI3Nrf51r0HHM+WQVcCSUQHjCSfnmLriN5gk2lV8/133uPVz3XY2YSWsgjpMV6gpCKWgrkTnBUa7UB1N1gfdBjWe5jFkuXomLPD+3gpePWVz9OKQcgZuisQHUW89UWSVpdetCTTFq1Tip9ATHN1fGqMgDFBLzCKZVCFlQrpPdILlsbx0fEhjydjZvOKNGtRWsN3v/MO81nB+v4aSStlLEp6mxkIUEqgpaTfzvAFjPNLTvg0jVnbHfLsfMnR0YRxaSFfsBVp9gdDHswOUGczJlXEL97eYev2LcbffYdnT4/orQ3J84Lx2Tmfub7F579wm5dfvs3m5hq9XodWq02SpERx0rQR+wBXvsD6X+YEZINtXw3/nJOw+o+7+uJzXYTwfGNS40NcfpbUqGyNij6jagMZObLhkCS9Qbu3Sdrbggi8mDPNl9hiScvWpHWJTzcxsjEEjY7fqiNvdQ3GGNYGawz63VAS1Do0fAFJlhCriPHZCXlZUHrQ1Nj5Ob/3j/4hr167zmfbXfa2Nrn+0g32N1v0Es14tKCuLGubQz58+Bi/WHX4BS9OShkwEo0XJJQk0S3aaQvrus18aZwLatTG1GFmpEZqjda6obH/uH/VALKkpL8WlJ+q2lEsTWD3lQ5nanRZYssWW9eGvNzpMPY93ti8gcsXfPToEdv7e+AETx4ck08Lzs9mGK9I2gN8lPHw/mOeHZ7xmRdDriO3MamXgc7el7QjcF5hvEIkjij2eFJEEpGmGevrbfZv7vLi4otUpUX6GpzBUyNEwHsiBSQxvp4gaCF/hi7Qp8YIRFHo8osTTVmVDcjGEOuY4foaTgaaapVEJJ0WRiu+f3KAMzW9QYvIC46nU6QOxBmhtuaY5oGeudtuM5uFdspOO2Vvs0UrgZglrTjmfF5zPFnyX/7et3jh9nWuX9vhrQeHvPSFHR7de8rh0Sln5xMePjlgY9jh869c58tffJEXP3Ob3qBPkgahzCRNieMUHScXqKDncwCNht9PyAv8POMSJvzjN9bDpQjJBWmex6sI1X0J3WvRvX0H5zVOpnipiVRBLByumNNpRSSRIF5YHhYTZvE6VkYXC2T1/avlYxu6tm6/hdKOvFhQ14bz8TlRkpAlKeOjirwssEqDcFjvOTo5pqxKJjdu0Dv4kH414XjQASmQMqbMc9TddzkZTXlha5O1bifQwhmDdI3WgtbIFcmKFEFoBAV4nBNYa9BaAGnoILzSy+FF4/Y37dDu4tqaf9E4B8tlSVEKtDAcHD5Aac9atwUTgd/qsD3c53P923xmfZ2333mbJ0dHvHLnZYQ0/Mk3v8/pwQnWS+JW1qhOgRGCJOshdWDNcpnGakekLd7OcMah0GipEE5AuXIcG+VsUZMmESktJsJgdTsYAl8gfA0rIJny2MjjfI5w5U99pj41RkA0lNAYHzqkbBHIGIzF1hYdabr9NolUpEqhpKM0NYUHuywQ1hHpFl6YpkdA4lFMZkuUFlgTymEArSxl7doW64MF7RRamYSDGUdVTV077t17xMPHzyjqmt/+o29hnSONY4SSZKnj13/pS7z68k02tzboDQZ0OgN0FLLMUZwSJxlK6ud3GvH8QrrKCfBJi/onztMnlhqb8sBP+BzhPGvDDpUcUesetXUoQLsarGW4scZG2mduDNW8Yi0SnJxWzJzFEgWPBbsqTKz+IopCmWtjY40vf/V1trf2SZIWTjry2ZzToyNefuMLzGYL7n7wIUIIhtdvk6UpXsKjxZz2kwdslyXTeR9ja+aLKfPFnKpyKOHZH/SANnLlu2NRUqNVYEq+zKEKVkbgIsxyl7BMGcQYG1q1RtQG0VRXApHMKtSqioLKKoTuIKuKViuh2+qivMTEnqoYc++jkvvfv8vttQ2Or23w+KOHDNY3mJ2d82B6xPHRMfUyB6nIz8Y467l+c5/eoM/2bkKWtQCwUpJb6GcR13Y6PHw6ReNB1AjnEStmWO8RviaLahKlQCxpxwar46YBaqVqHSj38SXCjxF4Jn6lVvuTx6fGCKw46yyeKi9xPujjtbMuURK02C0eoQVWOLppynJUUuQVnVZGtx0ajTwQKcVolmNEyGJrHZHpGEUQdciylI3hNqcnJ5yOJyid0OkYrFCUhaM2Fuch0QlKC+IkpdtqsX9tiz/39c/z2ZduM+j3yNpt0lZGmmZIJXFCEMdJ6MoTIZn1Sdf68cX803AEH3t38/6PL/bn0YRXv8tby/b2AJl5Cu9QEsDi8VRIRrVkVnlOFo681AySiEopcDIgAvxlIvLqcNYiJVzb32Nt+M+Bjzg7PQ/Ky8mENE6RWlA9e0rWbqG1ZH1zjTTWmCqnrnKqYslHDx8ipAgNXwqECmK03l0JnRoFae89xtZBDehqWCAuezWEuJzfIAoa1HyVUggpLiC7lxiMwDmwmq/JfEHS7tGKI7IkAlGTdvpI5ylliUs9Z65kupgyU4Zn+Rn6vGY8qrEokjRj+9p1lBREUUJtIF+W9Po9lkWOFysGakG3k1FbRyQd+ztdTiZzfG5QTV5opfcgcAgc+BKJIo58YN2OHN5bgsKauACu1c6BEkgZIdVPX+afGiPQ62/wwktfvvi/J2gHSKmaPgCPlwpHcIsiqdjICtY9pHFMpDRFWeHwRFLSqQ0O3+izByFTay1CSHIDZ4WmjNcY7GVk6xU3akttLNY4rPOr3B1aSbRWJHFMt9tCJB0+OpygT+ZIpS7k0kK83HDjN0SiVV2TRYJbw49N88cW6j/ZWHUkPD+0FIhyRPTkd7jMEISZDPiaGnSNsEfPUU0VwvNQBsNSuwCYykVDLIokCkvv+TOo51gck4++f9nbIAK9e1qWrPmCblrj4hjnHZvRBi9vhZ0vy1KUEI02oME2pb9mWi48o5VeQLfVxlrLwbOjCzCE9/5iQYcr/fEybBBQbRqwaAjGpbwo2151mFz4UMqyRErJC7ubKLXSqozx3rPdjYNkGRbXAiMstmeJVRR0qVo1W1sGFcdEqvFImmfD+1D9UjI8E9ZZBv0ezlm+8+0/xDlPHMcoLZnMCmrjLiozq16Xi7n3Fi0vpd1EIz/mmwdWroyHB1QCQjGfnP/UJ+pTYwSyVpdOd/BzHbuaks6VFzyQXjmm8/GDm2FNhXGwMAKvMuJORtLh5x7TZQ0/o+SyeqittcRaksbqY1Dfq6HBJ31GOPmws3HRcbZ6/0qrcOWdSwHe5rjxe4HMuNkVVyU9cwVoFD5BIJXGSUXuLM6GRJUH6tU5+kth1avAZ0GE9zA/fbKqYVy8NzjlAr2COACdbgTd/pVknECItLk+LuyaX134FSMppcI5WDS5ncuJ+9g9+Lhd/FlW1v/4W3wjj9ZJoucQmlIIRHIpg3YxJ/oKJHytMUVX+jouPr+Bfl8N+VYak8+e/Wyt3n/aEYRYP3l8aozA66+/zm/+5m/+WGzsRejCs1bgLI2WvMQCtfNU1mO9wDioXXittlBbQVVZbOmpihonQKcpf/qf/5/Z2dviK7/0NazzmKrGlTVJkqDjGCllI28Nl0m9polHXIbc3rsLF9N7f/HQOecp85zlYsEf/f4f0OsN+NIbXyWOY7QOBB5KqkavUCGVQEh7IeIphKCuLYt5wXI5Zjo7ot+OWExnfOe738UBrW7MvYc/YrlYYozBGMuN/a9x6kb8N8U/YG2vTTdLKY6WHN47xIqa9l6KHwqMrKmXFd1kmze+8j/h5s2vcPfNb/D+D/4rKimY1BHG1fT6Ge7klGutNnEr5iAfUWDxXvAv6X8dN4L/5O//XeBSYck5RxxHtBJNu93CWhtC1aY9ud3SpB1NHHdI4h6SiqoK0tpFbZkWAX4cy4h2r481hi994VcYbt3mxp//G5dzz/OVFMFzm+XFc/PTsyzBQF495uR7/ynjZ+/x//lvfpdWq0WcxLSzjGvrW6y12+hIEUUR7XYLHQtm5Zz7h085HI8QQtLRKbtr6wzSFqPzEYvFopEKN0wmEyazGbl11LXhl7/2VV78zAv81b/yv3kOCPYTTvPC/P78IeOqdBze84d/9Hu8++7bn3jsp8YIrMaPX6i/4iKC8o2gTPMkSCWoQ/gTGktMYJr1zrMsDYvJguW8QESSdoj+mM0XvP/RfcoK7r7zmMPHj9m7NuSlV1+i1W5d6PNpFfQOV0Mp2WSagwjpKstvrCXSIYoztWnUdhs3VAi01iilmj+yeV+g/A+yWrJJcomLUmJdF0wmU07Pz/jgR484PTzkydNj9vZv89JLL/DoyUOiCKSssXaxmipM5VnMHaauUQg6ww5aFZDVGF0TRxprWnSTIVp2uHf3Hd767nfJD2c4VeOzNrLdwsiKbKhJUomSDlGAswKdZAgUUjoGaz3a7TZ5PqeqCrKsTa/XBWdw1mLyik67R6wjbJXjXIkxGu9qcAWamkQFTylJ0kDrriO8y2llniTuEenVIxqoxVbcUM89Jv75/wcX+qc7AysPRKz8l2b9aa348ue+EHo4ooDbv7a+Sb/VRghP3agGR6miV+W0O33ix/e5+/gh49NzvDHI4SZaa9I0Df0BiwVaa7I0w1Q1HvGcnsKlEXiePTog/a5Q0F9c0ApjIj5WVr4cPwlP+knjU2cE4HlDcOHurkpeLliBFZBFGN+oxQo0vuHcd9S1xdmS5WJCVRqk0+QL1cSUkMQJgognD8c8uPeQOKl5Wd65qHWvHr5VEm+160sZQD1CSpSSGBNUY1dy4rWsMdJgTeA2FB+/Hu+ueBPgXIDArhqNwusG6wx1bVguCyaTGRubO1y/+Qprwx3uvHKHp4cHjMbHjCZHoQwuBEmiGcYpo2rCJC8gr9HGEUtwhSXOJIO4w7Wdl9kdfB5bSt59503OD0eIWZu0p0ijGJdorF4StQVKOUTpMKagdg7nGyo2pej1O7SyFs6XIAydbov19SHe1BRFSZZmYefMUurcY61mvCwQEurK02tlOLmSBJN0O0OcWSBFhBZQVyXuJ6jpCsCv3G5+fLFLfwXgJC7fc3kPLhGcH3+3FJK1/oAoihjPp8zLGVu9AdY5xrMxy2LJoD9gWS6YLxeoOELUnkxolrXh+PgEkVf0Wp2Lxe2cQ2tNkiTUQl6qHV95Npz3+KugHk8j9d6Ixvqw6C+g4yuBVfnjhLOX1/vTG9dW41NpBC4doLDjSyExzlGWhmdPHvP++x9x4/Ztdnd3aLVScEGwQSuBEgSBTGep8hlaGmoCeWm5nIfYzDlcVdFJU778xi1iccCwn+BMwbf/8fd54fYL7F/fR2gVsq4NM5CPQvOC8x5nHVEUhRvTwBKkF0QyYB2IP14W5NLla9RuXBNFCHd5rBDgvW3iccm1vRv8ua99jeH6Osu8pKo9Gxub/KW/+C/zve/9Cd/5sz8kS1OElAz7G/y5W3+eP3z3txkXOcoFdvDKebSMMbWhsFOeTd/H5ZYb3ZfZEzGnyZC5bEFfECc1eTnBuAIda9Y66ywnAiFLfDHFGItvB6OTpTFKC1pZmzhKcRaKvKbb7tDOBrRaLSaT0yCO0esGj2hWBsENa3AiJa8trnZ0eh1ik4VwrnToSGFM9eOcCTQGYDVfjRfwXDgged5AXPEKrlZmQtLOPxfOWWv54KN7OGs5nY4w1rCczem2WpzNzimrila7xXQ+Iy9zWlmLWEraSURrfZv5Yo6tQ1OWaKoAWgcdCOMcqVQB79DgRFbGyHmPXT1bTS7HGk9taqwNYqfBi1TN5wa5c6VClURePD/hZ8mFRuvPHJ9KIxBMQKjrOq8oa8f5+YT7Dx7zJ3/yDf6zv/8P6HT7vHjnNndevsOdl++wf/0aa+tDsnaGQOJKi1mUVMslUkC3mzJfBtCElBpvYvLpjKp4ihI5J4c1kfqQ+dmEaqugLg1K6iBkoYJbqJQOyb4oCtn0ukZ40bh9BHip0hex/cUQl1e2+tk3yD/RJOukFBf/d86FkpmS9PprXLvxQkPJnlNWNV4Idneu86Uv/yLPju5zdHo/PBjEuHlEOS2R0hIhcQaMlbS7GTKtqeWcwp4g5jGfyV7l9RfeQMfbvHd0l+PFh9T5FOXncF6i0wETP2M2lygUcSWoKoNPgyBMr9dHiIRIllRlHha5UCRRhyzNSNPA6KOkodPOMMZi4yVFURLFEVq1qWuLp8aTgBdEukVVWMraIbVGiCu1jAsXnufn9ucKBy4rEGH+P+HZ857FbBLm0zuiWJOXC3Tk6WQJWRIhIlijxXq/TRzFZHFMJ06Jo4TxdMZ4OmZZ5mRpFkRzVagueSBygny+uChPOuew1mKtw6KobQg1jbEUFuq6MQJNmVMrhVQKLSGWK2MQwtRVeCqVQguPFv7nAqX9TCMghLgO/D1gu5nJv+O9/9tCiP8T8L8GTppD/23v/W817/k/An+N0LX7v/Pe//bPPBMurWJADBi8V8yXhqPTKU+fPOG/+a1/wDe/8UecHr/P+EyCO+Pu3bf5h7+VsL9/ky+88Xn+xf/pXyZKu5SmxjmP1praGnSaEbmgCGStYbGcUeYLHj18wNHhEb3WOsoqrm3fYnyeY9xTbrx4i6yVNjkAh/fmxxd4cyOdc1jnUMIh9JVpFcGghQzBCrAiVklw/BWWWxAhtHGNcRDuAj8hcEhjmZ6PaPW61Kqm1Rpwbf8m49lTqKE2BdPFCdYHunahIUrA5ZbR+ZRIQmdbEUUpw+4+SbRBPvZkrsXe2ja1PqUUJZErSesKVxQ8zUtcrbHLmpaBYSsjUhJhJXGcoVWHTgrj0TFZltLpdGllPXQUBW+h1cf5CiM0RNAdpERFQV01cF4hiXQbazzOWKSQpK0OeVEQenpWcx0CQOFXST///Bxf/S+sioJXjnMEzcVQv7ioUwie8zaklOxsbjZuvEHJYOQ7nYxERyF+0xWmlHgJkY7QMjA1J3GLVtzGesf08BlRk2gul0UodQsJ1jVsh+H7jbXUtQk9Cq6ianJKVW1YWEdtTMMz6ZFNXklKSaQEqYBIq+azBUqvNqtAoS+aHNbPGj+PJ2CAf9N7/z0hRBf4MyHE7zS/+7957/+9qwcLIT4L/M+AzwF7wD8SQtzx/icEdx8b3nusdSyWZWj4MIanj484Ojnm7Xd+xHvv/IjZ+REv3+wy6KY4as7nM0wtOXwwRyrLr/zGrzDca2EU5LbGVhWz+YxSPgOhm5qtYTweY+ucF1+8TSuJmM8K8nrO1v4eOsk4PD5gdH5Ep309VCSahW5M6HJUV27I6nVT1xehQ7igiysDHN4LnBMXu34zX1cPRLimBmwtdV1Rmzp4BsJz/949vvfmj/j6r/4q/UHG3Q8/YjSuaXe2yKeKZT3luLqHbdcYIclLyDJBkioEAoPBFor1wS539t+gfuZZjKcUs5zZck5rbQ3TzrG+QJ3mWOkplSdSglaiia0mjTSqWWBSBAxGpDVbmzvoSJPEaUNhHhZULFoYnyI8KK1CQtRX5L6gqiqk9M28hByKh+BRaNXEzqu8irxICPsrIJqL6b1CJ78iQl3lk0IO2SFETWjUEoC+8ApWYUFT26OuHe1Wi1bSJVGSLGvRaieoKEabkun5I1B9dNJlfbiG95Z8MWVzcwelYtJBFxXHTCbjQPnWPCvOBWm5pHl+AGrnWFaOvPLktqIqa2xlqY2hdIa6rlku8gBCSzI8JtDEK0EhQSuHkkFjI4o8sdQkWoNXIDRCqiuG9CePn2kEvPcHwEHz80wI8S5w7ae85S8D/y/vfQncF0J8CPwC8M2f9V1FUXBycsLdd+/T77dBGA6fPsGWBeXkhG6nw2/8C/8SdXXG+OiQt9+5x+PDEUIIsmzG4bTgP/gP/0P+6t/4m1ipibOU0tTkywWFq2m1e4DHGsdyVlKVE27s97h5a5sPPnrGj+4/4Om0ItIZk7MTHj94xNmdMwYb62xvbxPpCOc8dW2pa4sQHq2ji91kVSO+rMteLm7nXLP4L5OAV3egq/+31lIUBUVRkLWyUDlQEXfv3uXBgwd86atfY22g+PZ3vs+H9++xs9tHOkvh5jybfYhLHL3hEF9Y/PkSO64pa4hSSbWMiLPXOX7/Ng9/+KesrffopH3yh0tcDNFGhtIZSWzRkUe3M1S7T3rLY5+MGT+aYpwlRiAauXMpJbFuNSVQfXG9wbOTCDT4oADgnQ3urVUE0pQGreclSomLBblKxq5WtqRRaQoWgVB7vPKcPjfbXERezboOn+DjJvkmLhCXPx4WCLSKaXd6DDpdWloRJwlpGiOShKyY4g8L1P4t1rZvk6YJBwdPOTw+Y+/aC6Rpi41WSpK1ODw8ZDoZoWWYo/OzcxaLBc65i3OtjaWoavLCsKwKyiqI41bWBoLcusKUFeoi2SkwtaSSgiqSodwsJFoLYhu4MqwG70CIEDZ8YuzTjH+inIAQ4hbwBvBt4OvA3xRC/OvAdwnewohgIL515W1P+AlGQwjx14G/DtDv9ymKgrsffMC7P3qL0+NjkkThfM3o9CxIk7fW2dzcYm39Jo8OFb7XIR0qosUpHuje2GXr+ja+PSBJUnSkKboZifCMzwIay+ahI81bj6kXzE6e8f2Hb9JuRaRxm442HD14m353HY3i7GjK06f3ydopr9x5mdc+93mG67uBFUZAVVdUywqlBBBCBmcdvizRWl/c6MvFLi7+H6jIr3QQNv/33lNVFUVRUNc1pjbhdWcYjceBsx6HkDBc32D8g/d4enDAF14ZQgqRJjy4zlKbiryGKN4gyTJMOkLqjLJ6mXffuklxeEg7Fly/+SLLsuTt+Q+IcWSDDDN1xHFCf6OD6AQ3vFQDRpMlzq7KWlGIQYVEoIAA7Ak5jsbYNctTqYC3CLiGwBMhhAoYAh0YlJyzF9l01ZReVw/wRXdkYxfUqp1aNBRuXE6xwCNdjbeBOamua4RQxK0+VqrgNXjHpe9weXekkuzt7tNqZbRaWdCxTGIiJfFaI2fnRMsFVb0kTSNmswkf3vuQJ0+f8OKdz6HiFmVVY4xjbW2d7c0NlosZp6cnzGYznHNkrVaDLwFbV9i6oi4r6qKkrGpy6yisw3qBNI69zXW8qTg6P6fd7lDnFbVxxO02SkdIJbFG4YzC6fAMCh9QpLHyP8sG/PxGQAjRAf5z4G9576dCiH8f+HfCneDfAf6vwF/9eT/Pe/93gL8DsLe35+99dJ+H9x/hiiVowbJWLJcVo1FJ7Tw7u+tkcUx5doybT0gzzY39NWazgtPxlN7mOrc++wUGrYTz0xFZ0kYJj26ntFotIiWIs4TRhyFCr0yNcQ5fe6anI7rphK/sdNG39hBRl/NZSV44RqPAivPe+SmZKWl/9WvE7UHornMhS66VwiEoiwJ9FUBEs7itvUjQrAzA1d+H7G8IKZxzlGVJWZZUVUVVhwy5MYb5fE6apLRaGdZVdPv/v/bOLNay9Krvv2/P+8znzkPdmrqqu92T7baNJzBOMGCbSDbKQ4hI4CESUUSkSFEeSHiBBx4SKUiJFCEFgUQiEoQygEUgIYHGAzbGPXdX9VBz3fmeedjzt78vD3ufW7fa3dWtGNet0Pevuqpz973nnHW/s/fa61vrv/6rju3WsXKzuLMZDk7tDJapiZOALNEow8BqLLC08iid5DW0ipFRlUF3iXBnGcZXmKtdoXle4xz0SMcDGo052q1VWn6NaDJh79ouURKhUkUS5ZQBAKYopysdoe0W5SyFIczCAZT8DmHMZjDMiFEGeS7LO37BqJQSZpezbTtFE1l5vhgoDCRaSXSeobMMKSV5XpRoozggmE6YBgFRMCULxoSTEdPJhPFkwuqp8/zwF/42ZmO+qC7cnUY4Up0ReJUqrufguh6O6xRJWcsiyTN6gyH9Sch0c4tBCFvb20xHA8I45PbONqvrp/FqLsFOwEHvgMcffZRWsxA+GY1DKpUU2zYPS9BZktDvdgjilIpbxdB5IZuW5+TKxFEpjlmjUasymQwIBx22bt3C86ssnz4Pjo22LTBMDGkjHTAxyAyFlEXS8V4it/AenYAQwqZwAL+ttf5v5cm7f+Tnvw78QfntNrBx5OmnymP3xM72LpNBQKNaJZAZQRyTZYrBcIzUEMWCtmcwHO4Ue3HbhTzAscG1TfZvbCInMe1GFdkbsLK6wsLiErVqDdMuRDXNshPNsExs20cOXNZPX6Thgu8I5udbWK7Nm1fepLt9lZX5eR56pEX+cJVr1ze59MLX2DvY5eM/9KMsrp4miWJSmWA0angVHylTkiDCtm08z0MASZJwcLBftpIKqtVamc3VzBK3msKZpKlEaUWWSjJZJBrzNEFlCdgmaZogRHmXTFM2Ti3Rnm8yTQWIAJ0r9GiKVhLiAEemoBV2NWWutULTc+n1LtFyBPbph7m6mbP75j7j6WUW/uYUPTdAj3vEm1NWL86zsmDQOrdOd3+V116+yu72NkZgHVJkTaExZ+UoCq2DJE2QWYbnuEVy0Cr4+qZpHjbzHO71Swam1vlhk08RDZWp1COEis7eDi89+1UGBzeJgjFpWuj3JUlMmkSk0YA4DAjDkDSJ0TJBpjFZmmKaFhee+AiPfuhJ1lofR6t7DeoWiPLuagiBoYsxZlA0OBkVn9Cv0+v0uLHbReY5FdvA0Cl/8e1vYZsWH/7gU9iGje9WUDnYlkt7fpmHHrGIxwFBMMKyChsMIEtjhv0umetTbbSYq7n4Mmc8jciiMUZeZ3l+iTQJMHSbD5xeZ/30Btgeuwcd9gddsiTBtQ1kMiVVNhYZmVUwbfURzYq3w3upDgjgN4DXtNa/euT4apkvAPhJ4NXy8VeA/ySE+FWKxOBF4C/f7X3SJKXT6TEeh5iejTYFpmXTaDTRCJRW9Pp93njxZc5fOI3JAv3ehGrFRuZVojRnsLnFUGtuX36jqM16DvOLC2yc2eD02XUee+Sh2ceMRrDfn5CnMY+cXWF1aRWv2WJ+ZZ7UrTKYBOxsbbK5fRPDNoliyc5On5t7IW5tmc8trLE0P8dB74DpZIxhFYQmo2zokFKigSAIeOP118gySRSGrJ06XWwVVE4UTqhUPGzXJcsktuVg2zZQsCCnkwkim3L99ctsnDlHlhfjuzWCOJJYQnH+/Cm2DnpoHaClJJiMCROJ1jmWUAhDkQz22d98lubqIr5jYzGhvubQfugJ8onLqPsYeudPscyrBSuyptnZHbI16NDauI6o1ml+qMX8xgfoXBpiRibkR3kQReJzPA64ev0609EU3/dotposLC4wvziPZVmHEc9hZ2B50c+OHd0SqZKWLUoKpRCa7VtXufHat7EsqNabNBp1HB+u3LpKOtxCaIljW7QqFZI4IiMBF3zfRU63ufzyn7P00FMIs3okdrk7ItAUkVmhel3U2g9blrVibW2FdLpPrLZASpQW+KaJUiZhEvHsN5/BlxHzi8u0PI80TgiygEkU0B8MyNOUKAqw/SIxWatWOXP6FNWqx+uvvkR3fwstisjSq1ZYqFa4ffU13nzlOU6f3aCzvYspNcPtLc48/DBnV5bZWJtnd3e3mJ9o2piuzSSYMpqMqfgrKPW99w58Gvj7wCtCiBfLY/8C+LtCiA+Va3gT+IcAWutLQojfBS5TVBZ+/r1UBizLoFb3qdfbGI6gmLZnEgWKMIxJE0iSkM5oj4teDUyfKJJYroXvuQitiCnGWJsKRJKRBCG3Oj36+7tcvVLh5tV1zsxXEUaO1jmGsLh6fYtb169Qt0HkKQ8/8TgLq8ssrJ5mc6vDyy9dwQbOb6xwbnmJfpDw5gvfwkwCPvmZz+LPzaEymE4DVF40N/h+secTgOv6tOcXGQ4GSCXwag2U1iRhQBAkBclG53Q6Per1GlJmaJ0jtSDLEnZHXb7z9T/n7LmH6HQ61ObnyZQki1J6vQGPPfI4L778Elr3UNokS2ukMiFXKa6lsQEhLWQ4Jex4WDqhqg6omX1Gq6t09zZIt5fpXfdpevv4y98ikQJPu0TjnL2bIY11RU8d4BtNTn3kLN6LLrrPYfJOCI3Sks3bW9y8sYnSCtM0Oej22drd4cKF81y4cKEITY9sg97pMeUW42iNu7m0xpd++h8Rhz+Ntkxc36fuuSTTMb/+q79CZ9THEDGNegXLNTERxMJAk+M5PioKufnCt5l+4m+xcOYDRcWQGdlolnEo6MNJkpBaBhXXKdqWcwPLtKhXPdrC4vJ4RM2zcQyb8WRCzbZwWw2kHGHqjN7OJbLkgH4Yg1lnGuakSjENJuR5TBzGPPXBJwsCWBgxnU6QWUK96hV/t7AIpgG93RvsBBGbtza5ceM6ru9wfuM0Rqbod3r4jQbNhXnaK4usrq2SpwlzS4t4NR+vWqM9N49tG3fYtu907b3bxam1/gbfzcwE+MN7POdXgF95t9c+ijyX9Ad9xuMIbWimwQTTdIiiomzSnqvjegah1Lz65jbCGhNHHvNLyxjaJomnCEMX2VAKAUnLFJBmxOMOo0HE5OAmG5//kSI80jmtRovu7i79SYi70CSNE67f2Ckn1li0llaoz99iue5yfqXKylyNUZiw1wvoXX+Zv5QRT33mbzC/cYbRNCBJk8Oe9yRJ0LqQUj979jzdWo/bt29z+uxZQKHSjBtasLiwSKVWRQiDas0ny2LCsLibx7FkNBpz7co1Lr3yGlajwRMf+yiplDQaTc5Z57ixNSJPpkU6OLcxwjVqRh1DVPC0hyM1cjok68Ykwma9PseH62BMr9IJfG45PobXhNFT5J3z6MbzhHKMDmIkJlbDwltR1E5pOv0DXu+N2JBP43KHFmtZxR3btm0M0yFXEm2Y5AimQcjm5iYrKys4jnOEMq3v+lJaHVJlNQreUj0RhkmttUi1vYQyirFw5Dm1uTof+8HP8/X+LpYIcZ2cLJ2Q5VMQBvV6FdvyyRPJcH+Ta689x8r5h0m1KDkDd9KDM4p3s9HEcwxAkSQRuUowYgO7VUNYgM5JgoBYa3QmMUwbnSb4Ro7rgIynjIcWk1QR5xlSmpiOjRaaOI2YRGGR9CwZMeiC5epXG0wmY3IZo01BvdnEr1aRWiEckyCMMPwKiY5IXIsgmrB3a8RpkeNWfZYW5pCqyCuRC/JEox14l5TAg8MYNAybhYV5lpZWkDJjNB5RrzXJMkUap2iRMhh0kHnOcJxiGhMMQ1DxfOK0EA/VeYJMJWmYgMowdIZpgWkZiDxDpkUm2TAENb+CXl4gmK5y/dqY7iQiCmK2+jfY6Q9xfZfpdMJgOEHFAfm0T7I6h++5kEaE44xXX+wTkvMTf+fvUatUi8x4Lg9LfFprcimLE2Y6obe/RzzqIdBImXPQ3SfJUioVn83NW9TqDoahCKOANBfs73bYvHqFNEmJU0k+GnP1ynV+7/e+wtriGnOtNqMgZTq+hV60sHSbevB5pHKQUpR7a4FtShAB4WDEfrrFvt9hTj+Prx3c6VmsXCCyPcQ0g6ld3DmkwvZNhNY0FjOqp3PseZeJYyCuFy23rm2UeQ2FZTssLS1w8+Y2/XECJd3bNA0mwZRur8fKykp5sR+tlugyL1A6BjQlVf67svdHmZfG4dMFT3/yh1hdWyQc7fGtr/0RycEmtValmMUoY6KkmHkfyymXX/oGT3/mc1iVpbe9OJTK2d69ialzcpmSZ7IQYdGaxx+9yMaF0ywvzTMaD3Ftl363j681WqWgEqIoJ4lNGq6HW6lh66IrNTfArrnkhmQUJoeRh2GYWJaNbdu4no8sz50sy9C5KBQTXQfDsji1cZpms4nnediOTZKm3Lp1i8cee4xWq4ntGGW3qoMhClGYPFeF5Nw98MA4gTyXXL36Ji+++By2VQpK1Jv4fhXTMFBaMpmOEEIBBkppzp1d54NPPsH2Xp9qZcywt08YTBH5BGSMNk1MJfBsH8etIOyi2WLWbEOzwtLaMgf9Lrdv3aBW9Wk2G9SaDXzXplptsLJ4CpXEBP09vvHyFhXPwbJsMpkTZBnp66/x0KVXuPDY01QrNVBFwipNUzSaLI7YvX6V7b1dDrZucfk7BqNRn73egOub2+Tl3SgIhri+QatZI88VjfYiMhP0+0M8y6HWaiER3L56gytvXKFRb9Go+px56Cy72zs8fO4pNBUMo07dq2LbPoawcUwHz3XJhWLY6DLtXOOZwW0qyZuYDDBlA181kWqCY20jSJC5ws0NbFviLZmYLZvuNEVrEyynuDiFLoaSyJxJElNrtnBcB2EoatUqmSy7KYVAZTk7e/s0W22yJKVSqeC6dlEClRK0wDQssjxHaQnGrE//rQmtIiFplM6iuFcbeM15zj71KVQyQVkVouE+eTTk2e98nWjcx6vXMIWJDrvcvvoi1179Cx5++scpNA3uJmtJmfHc898qavvapOLXqbgm7UaNc6fXqPk2QmS0FpqMwwy/6uFVPSxtM5Y5u8OI9TPnWThzjnqzicoVw/GIiUzZG/WQjov2XHQZos96C2YaimEYMhgMGI/HxEmI4zgEQUCaZdy4cYMsy6jX67ieS73RQGvNzZs3aTTq1Go16vU61WoVc87jveKBcQLNZp1HHrnA5ctvsra+yvXr19jZPyg76aZUqxXq9Qb1xhxJkuLYLmtrqwTTHtPRAXGYMB6MSIMOT2+YnD77GGLuInv7u7z66qtMJxFeo1ok68KQ/iRAGAa51iytrhGEIcP+Pr5n0z04IAqmCDSr6xsIwyCyXTrKQI1jalULgUkmczZqbVynQhgE1Npz5FmR/nDdQql3vLfHmy/+MZvhlIPxmFvXLtPt7tMdTogxsByfiudiOwZqmHDj+k2EsFhZDan6NVy/Rq1e48yZM5w5c5YgjLn8+uts3t7ixs1duoMDEA4CjW17LC6cxjBsBDZJIonihN5glyAckqVjTCKsis+IPpZ8DasqaSEgi/C9HaROUK5Bs1XFXgJnUTCKNAc9QcUwGN2OkZkmzzWDSVhMe0YQ9sdsbe0igXMXz5LKjO3NLXKZYyiLfndYlm4tjIqHUAq7FAlVWhRS4ii0mgmJ5GR6Vn68g1mvhShzRkoIKMeiGW6TD3/qx7DIicd9qkvnUSpjrr2C7dh885n/ygt//j945ZvPcO7CJ3Bb7tuShWxsHMdDYOD5Ps2az8b6MkutOlcvv8DB/i79MGW3M0LlirFts7y4QDYIGU1T0ts7dEchD1+4iFetEKmcQTjloN8jSiKkyErZ9KI9fdZmTKuF49g0Gg2iKCTNkiPl45wkLsrFh2zDXB52KNbrdXzfx/d9KpUKvlcpxHtN87vW8K14YJxApeLTnmvTarZotOaw/T1s38S2TDoHuzSbc3zi45/GdRz29/eRWcaly5fY3t4uB2xaCKmxZEzd95mf9xHzLRKZUK3VsFxNtVVHIDBtm9yA0WiC1gLfq7C6doowDLh5e4eq5zDXqtE72OeF554n04oki/F8lx/4yMe4cO48r19+lStvXKHbGXHz+m0sv4ZXr5KlKWEYEoYhGk0aRYT9Dqkp6A769EY9kiRCanArVWq1ZtlkohG2hedWkZmG3GA6CYjjCNt1qDXqrG2sE8cxu3s7DAcVplMbJXPa7YJVqJUmDBKkDItqRBQTBiPioIdKBhj5EPIxhpFimTmWIbE9g4oX4lUnOLWUoTJQUpNnimBbIns57nWHxHGQNqRdhcjKpKBlohXYwmAchkRhRLvdplb3iGPN8socpjZBmexsb9M7OGB5qQ2qymwCsECV1OGcQjxOQa4wdNEA83Yxu0Ah9J3pDMUxDcJACgeJxqqv8vSnf6IY26BNcq14YtzlxktfY+vN19i/fZszzaXvenVDCOZbc1QaLYRhUHEtFucarK4u8fKLz7P1+isc9Lps9sZE5ToMJxMGYcpef0x/FBN3N7GdfTq9Aaun1jErHt3BgFEwJlNp2To+q5AUkYDt2EhZdBtCESFk0imbi8qqSq34S2cVE8O8095uWTaO4+C67uGXZdlll+G9r70HxgkIw8BxXIShULpglVmWWex/bJMsSTi1ts7K6hI3blyh2+uyt7eP59VptxYIg4gwHSPTjJdvJNwaXyI3t0mSlDCMMD2XatVHiOIuPdeao1qrMxyMSZKU+fkFkjgjjmKiYITlOjz14afo7HbY3t5mrzvCs3zWV5Y5s36KcNTj1s3rdMY9/uxrz7CzeZsv/+SXMet1HMchjguF10Tl7KUhE9ciExmeU3Q5WsKgWq1hWwauU2Shsyw5/HuXlxdpNJq8/vprDIYDBsMhnU6HLMuI46jk3RusrKxy8eJFHMdhGqZ0uvsl1yAmiabE0wEq6CDiDrYeYhkxWKAcgaoKtOHiVqBeM9GLBp7nI2LIAk06zIkHilgLjA2ftA1qpNBzUATiBfcfBJZMmK+7WLZLxRLEacxis45S4Noevc42o2GHZt1GZnVEqRqsZFp0VCLKSEAesgNNo7zz38X/nd354bCvgEMls8Nf1qI4p0p1NUzD5OKjH+XsEz/C7dtb7B7ssS4zTNu5KwFpOzYf/+gH2ToY4laqLLYbNGseS4ttXvjmZQ46A6RwiKQmlYpms0GUZmx2h/QGIVluoYQi07B30CPMcppzbUzTpOnWQQj8io/vFJqLxQVs4dgOuhQhmZVGDZO7nYC6Q2hCCEzrTl+CaVo4tofruoUzcDxs2z6UZr8XHhgnYJbCklEUFUKNKscxDRbm5rhx7Q1ERXN76w3irMdo0mE0GuC6Do1Gg2azjtaaMJkQhYpru2NOUeWDH1qnvdDGdkwyrRgH0yInYBhFfd4ueP+dgy55LlhfW8OxDW7fvsrW7j5ZnvHUEw/z8U8/QbtZYa7dRkqLXneE49rML80TS0EYBlx/4w0627tsPD5Hlit83y96Gtot0nqV/f1tFlo1yME0bXLTQxiCdrPG3PwcUZywvb1DGMY0GnXW1lc4OOjgejaTScB0OmU4HBKGIXt7+0ynU6rVKo8//jjr6+uEcYTMc0ajYcHPT0bkQReCHlbcQ6sJ0oiQRoapBI5l4bQU86ciqolNTTWJa6DnJNbEJspS8iAlNx1EdQ1qTfJoRLbfRzcECkk46mJaBoZhY6qMZqWgEdsqY65aTBEKoohq3ePsmUV2d/epeRa+pYvR3EZezAIsKyqpVNi2KBuKCgqxOWPyMbvrzxzBUcKPPjL3kSPBg5j9Q6Dxqot86Wf+KXES4FZqGEeo3bObpe97fPkLX+Tf/Npv0O3s4lqg84TFZg2ESaYFt3c7CNuiWrGQUhEmkt4kJMPEKJPQIMjynGAa8LGPfJSPffgjyEwyDsKCRKWLGRiWZR06IdMsIoAkSbBtu4gEpETmeSFyWgpQFFJ3omzIMsq8go1jFyIujuPgOLNowDoUZH0nPDBOQBgGtVqNRx99lCSNi8SM0CRxhBCwsLCIbdukScLGxgZxmKF1RKvd4Ny5M+ztdxlOBlSbNbRvM7+8wI/+2CepNuuMg5DRYMrmzjaz5pGC2COo1aoIAcPBCJVJxNIcYbREruGgO+Rbz77MD3z0CT71qU9x5vRp+sOMVy9dJbdsPre2wcF2l6/+2depLtQIDchRRxRgwPE8WkvL7Hb3WG80qDom2+OAg0hh2x65yhEC2q0W3e6AKAwRAkajIePxsKzFCwaDAZcuXWI0GrG3t49WmmazSZokjEYjLNtGK0meTshlQjrtQNzFyAYoPUXoQphCCUluZ9TWfNzTJsIHOzSpa5dcJsRZTmDlxFqQ2Tai5pO7JsZIYQ4UeQfEeYEkp9MfFCeh5SBzsGbqy5HCc0ziUKKlgiSj7sPId6k7CltNIaFodVUFpTrPFbYuwnGMcpuAeXjPh1k+4Lv5/rNH4rsPzgoI5Bq0aeI15nFpkWvKvoO7NwSGMDh3/iyf++yn+J3f/S+8+saA5YV55h2w84D5mkE63yRJNRXHYpxlSG1gYOHaBkmeYpWS56ZtkWcpMopZW1zCtiyisi9kONoH7rSmm4aBtEwM08ayM5wsJcvkobaA1jm5Sst1KIatiCNalUUk4GLbzqGIyayh693UhR4YJ4DW+L7P+XPnieIp860W43FArz9gYX6efm/EN772LJWqT6XiEcUJQmh83+PmzevUak1c0yZVCmkWrZVZkvL8868xDlKW5tusLq8ziRLyXBHFSUHuQVOtVvB9jziKqMYVXN9laWWF/f199vZ2+PZzl7lxc4ennnyS+blV3rhyDZlOefT8GXzTpOZ4tBfa5KZEqoQ818RxMTrGsm0+8OgHmPY7+FrzoUcvIN+8RmcywLZqWJZDpVqlUqlhmRZ5romimF6vj+t6BEFYlBMPDjBNE8/zWVtbo1atMT8/j+M6pGmCaZetY2mMlgFajjHkEPQIbceozERLQW7neIvgnM5IqxFJOIcR+thWTp4XVQ0ZRJjKwQkhG8QkuksmbZikGHmRsVcKwrjUJTYlQphFIxAgtEJmgjSOUFownUrSPMe0bLqjCeMoQuWKXOcYpolXziAseO4wu7NbpkNtJaNyr/Om7AN4NyhRlEs1ZQfi4ZPufrLWGltnfPaTH2V3+za//6ffYBRO6I8H9HtdVBZRq1aJs4AszxFG0Tg1E5yxLKPQBizlzaVSdA4OmAZT2o0mxYyDsjFKcKg+JITAtCxM08K2JXnulb0Rs+1AjtbpUZdYrHkpImKaFrblHI5Zm+la/pWIitw36FKey7SwKnWalTp6pWBvXTh/ll5vwP5+l4PugL3dPdIsptFqIXOBaTiYQmGSI5RBnORs7vf57f/6h+x3RjhunVPrZ2kttDl7plW83Wy2QAnDMLAdB9OyqNXrLK8sc/r0KYbj84ThlO2tLb71l8/hOS6NRoNWo8LB/i5vvHiF9XWHT3xygXMbDdIkZDSKiKKs2N+JUuveFAwTxcT0wPHReQfHdFlfO8Ncu02SpGXJLGM6SXHscTGTUVgsLCxSq9ZoNps0my0qFQ/HKby8ZVh3+sU1CKkxpcKWOVqmOI4CRxNnEnAwXRujmTExJvjKxZ662CMT3UzIzJjUzMhNTZ6b4NeorzZp+02MehO/VsP3K3hhAzkMwLSK9zSMIrsvAMNAaEGOJpE5OQZGTpEItExGiULHCVDKoesMw0jJZIpGHkY+hYhLyPlM3vO0mRF83vXkgqKb+LDqOBtBcjfSNOGZ//mHrK6t8fRTT/CVZ77OcDokknMkUpJECaM4Ypppqr5DmKSF7KVhkOc5rudhKsiVLh1boTQchSG1SoUwLJK2d/0NpSNQSh3u4w+FakonoLUCIQ9tL6TkzTIiEHfUq8tZB28nfvNOeGCcgC7JJZZtIdOk7DHXeI7D+soKa8vLXDwXMZoE9AdDrl29xjCYkiUZH3zyScbDDjJPUdogk4L9/pi97gjbcqlUc4J0E2+/z8bG02ityWYtraUnmLW4Fn3/dxayXm/gui4Vv0q4GvDaq5fY3NxFry9TW2mxuN7i4mN9PvJDPWxzh96gQiazYp6iLl53f2+PJJPYjsvlG1vs7ffJMkkcRQijkCG/fXvzULBUlGUvz6uwsLBwV/mnGFIhsEyBMEyELkLp2ZBOjcRII+w0LnQQMWm3W4yYMg5C/EUHuy0IHWhUG7THVVzXJGoLKitrPH7mQ8wtX8CuLqHMGhoL0CgzR2uJEUmcb4TIUYhpFUk1YRZOTkPBC8iLxJwCtGmhlMBUEtMotRUBletC36ec1GQaNpblHrZXKyELZaF3S22/RxhlRcHQBkqJ704flBDCwHGr7O11kQqevHiBWztbxQVcayCzFEtBGE1IowitDHQpHjoL64VRTEAu9vuFTkYUxYWIrWWRJElxnpl3dy/OSn/F9XCnl6Lop1DMFAUKDcKjtO2ZWrVx1+vNlLr+vykRKqXIsuxwDzOb3lJ42KzUtHdYXfRYXZxjqVWjMxyxc9Cn29lha3sLqRRRkhRjniy3UL4xCmKPnA7I8oKaJmVOHEV3Na/MeO2zNuDZ91qBwMC2XHQeFAm8rW1u3riK7xmsr5zBatSZe7nJ0qLDNBgQxvlh47tWCsM0qNWqJHFR652JRk6nI95883U6nSbT6ZT5+flDsofv+9RqtbJaYB9mgavVChXfBpWRSU2uivp6XoqT6iyAbITOpwhDEWeawThlab3FhVUbFiLCdkDatKhVKvinqvheC2vZpt3ysKwKmQ7ojV4ljCKyOCSbBMTdlLQvSUcxP9z+UQzDoFpvFKKtonj/NC22BxqK+r2GXGvMUs6rEHnNEAgso2h5RStUrrEMg4pTKfMpIFWOzBTmPTLb7/VON0sqzmS4DQFav71ct23bfPqznyNOE5Io4vxjT/KNb3+TbNjl9RdeQErw6k2SwZgwjLGwyHVBoJoNFFEoHNsqxrGbJmmWMZ1OCwGRJGEaFPwKxzQOL9a34qiwyp029KPkqTuJ0KMitcBdWwAh7ji8d8KD4wS0IlWF1tpMhFqrmf2zcUwgdTF5pzo/hz/Xpj7XZjwec2pjnfWNdTJZ6uuV2WIhDETZCmqYRfZa5zkyKrKzJfkNQ6sixFJ5Ed5SFKKcWebZMnEW5viBpz9M78yZcuS1wrJcTKPC7RtNomkGYkCeq0LMVBeS0O2FZdxqDSkVKM3pXBaOKVdlnbjI7vq+j+M6hVhpmfmdqcfO6sMayFXBNZdluDijhTarFp99eglkHZ2vgyhYdzkZ1ZrN8noTs6KJzZhEpZihiWP46EiQbynELU2WZKQywcoyKpkC6aJSBxUBaXF7d3ExXZPHH/lg+dkUI7HyvJAIQ5drpnUpDS4KB0XRJmxw5E6lCnVd0zRxbLuooZeft84VlUqVPA05eOUPDvviZ4NgjuJd8wIlyUjrw2/unFcl0mkHZMb/+tpXD2cWKq3xfJ9g4rBw9mLRVmhaOHNLhdaigLz8LGZ/sxACXTIAi34oA4yMg+4OSZaSqxQhFHmu+bOv/snb3qmLIaNHbedtKBNHn6cPv33r6+3u7tx7ad6aHT0OrK2t6Z/7uZ87bjNOcIK/1vjlX/7l57TWH33r8QfCCQghOkAAdI/blnfAAg+ubXBi3/eCB9k2+Ku174zWevGtBx8IJwAghHj27bzUg4AH2TY4se97wYNsG9wf+969iHiCE5zgrzVOnMAJTvA+x4PkBP79cRtwDzzItsGJfd8LHmTb4D7Y98DkBE5wghMcDx6kSOAEJzjBMeDYnYAQ4vNCiDeEEFeFEL9w3PYACCFuCiFeEUK8KIR4tjw2J4T430KIK+X/7ftoz28KIQ6EEK8eOfa29ogC/7Zcz5eFEE8fg22/JITYLtfvRSHEF4/87J+Xtr0hhPjx76dt5fttCCGeEUJcFkJcEkL8k/L4sa/fPWy7v+v3VtXX+/lF0RR+DTgPOMBLwGPHaVNp101g4S3H/hXwC+XjXwD+5X205zPA08Cr72YP8EXgjyj4Y58Avn0Mtv0S8M/e5ncfKz9jFzhXfvbm99m+VeDp8nEdeLO049jX7x623df1O+5I4AeAq1rr61rrFPgdioGmDyK+BPxW+fi3gC/frzfWWn8N6L9He74E/Add4C+AlhBi9T7b9k74EuWwWq31DWA2rPb7Bq31rtb6+fLxBJgN1D329buHbe+E78v6HbcTWAc2j3z/tsNLjwEa+GMhxHOiGJwKsKzvTFzaA5aPx7RDvJM9D8qa/uMynP7NI1unY7VN3D1Q94Fav7fYBvdx/Y7bCTyo+EGt9dPAF4CfF0J85ugPdRGbPTBllQfNHuDXgIeAD1GMtf/Xx2oNIN4yUPfoz457/d7Gtvu6fsftBP6fhpd+v6G13i7/PwD+O0XItT8LC8v/D47PQriHPce+plrrfa11rove11/nTsh6LLaJtxmoywOyfm9n2/1ev+N2At8BLgohzgkhHOCnKAaaHhuEEFUhRH32GPgximGrXwF+tvy1nwV+/3gsPMQ72fMV4GfKLPcngNGRsPe+4C176J/k7mG1PyWEcIUQ53iPw2q/R1sEbzNQlwdg/d7Jtvu+ft/PzOx7zJB+kSIreg34xQfAnvMUGdiXgEszm4B54E+AK8D/Aebuo03/mSIszCj2gf/gneyhyGr/u3I9XwE+egy2/cfyvV8uT9zVI7//i6VtbwBfuA9r94MUof7LwIvl1xcfhPW7h233df1OGIMnOMH7HMe9HTjBCU5wzDhxAic4wfscJ07gBCd4n+PECZzgBO9znDiBE5zgfY4TJ3CCE7zPceIETnCC9zlOnMAJTvA+x/8F6UggCa1GEaMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cat   truck ship  car   truck frog  car   truck deer  plane deer  bird  horse cat   cat   truck ship  ship  cat   deer  deer  ship  ship  bird  truck car   truck horse frog  deer  frog  ship  ship  bird  horse plane plane bird  car   car   bird  dog   bird  plane deer  car   plane cat   dog   truck bird  plane truck plane frog  car   truck ship  truck bird  deer  plane cat   plane\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "# functions to show an image\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "# get some random training images\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = dataiter.next()\n",
    "# show images\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "# print labels\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(BATCH_SIZE)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a687d74c",
   "metadata": {},
   "source": [
    "## 2. Define a Convolutional Neural Network\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "242a1ec2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# !export PYTHONPATH='..'\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import sys,os\n",
    "sys.path.append('..')\n",
    "from models.SK_net import SKNet\n",
    "net = SKNet(\n",
    "    10,\n",
    "    (2,2,2,2),\n",
    "    (2, 32, 16),\n",
    "    (\n",
    "        (64,128),\n",
    "        (128,256),\n",
    "        (256,512),\n",
    "        (512,1024),\n",
    "    ),\n",
    ")\n",
    "net = net.to(device)\n",
    "# print([i.device for i in net.parameters()])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d063ad9",
   "metadata": {},
   "source": [
    "## 3. Define a Loss function and optimizer\n",
    "Let’s use a Classification Cross-Entropy loss and SGD with momentum."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a9329e77",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch.optim as optim\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.Adam(net.parameters(), lr=LEARNING_RATE)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "524e94a9",
   "metadata": {},
   "source": [
    "## 4. Train the network\n",
    "This is when things start to get interesting. We simply have to loop over our data iterator, and feed the inputs to the network and optimize."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "fbc0c5df",
   "metadata": {},
   "outputs": [],
   "source": [
    "def train():\n",
    "    running_loss = 0.0\n",
    "    for i, data in tqdm(enumerate(trainloader, 0),total =len(trainloader),desc= 'training'):\n",
    "        # get the inputs; data is a list of [inputs, labels]\n",
    "        inputs, labels = [i.to(device) for i in data]\n",
    "        # zero the parameter gradients\n",
    "        optimizer.zero_grad()\n",
    "        # forward + backward + optimize\n",
    "        outputs = net(inputs)\n",
    "        loss = criterion(outputs, labels)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        running_loss += loss.item()\n",
    "    return running_loss/len(trainloader)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ecf62cce",
   "metadata": {},
   "source": [
    "Let’s quickly save and validate our trained model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9d94a16d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "\n",
    "def show_confusion_matrix():\n",
    "    # Keep track of correct guesses in a confusion matrix\n",
    "    confusion = torch.zeros(N_CATEGORIES, N_CATEGORIES)\n",
    "    # Go through the validation set and record which are correctly guessed\n",
    "    with torch.no_grad():\n",
    "        for data in tqdm(testloader,total=len(testloader),desc='validating'):\n",
    "            inputs, labels = [ i.to(device) for i in data]\n",
    "            # calculate outputs by running images through the network\n",
    "            outputs = net(inputs)\n",
    "            # the class with the highest energy is what we choose as prediction\n",
    "            _, predicted = torch.max(outputs.data, 1)\n",
    "            for category_i,guess_i in zip(labels,predicted):\n",
    "                confusion[category_i][guess_i] += 1\n",
    "\n",
    "    # Set up plot\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(111)\n",
    "    # Normalize by dividing every row by its sum\n",
    "    normalized_confusion = confusion/confusion.sum(0)\n",
    "    cax = ax.matshow(normalized_confusion.numpy(),vmax = 1.,vmin = 0.)\n",
    "    fig.colorbar(cax)\n",
    "\n",
    "    # Set up axes\n",
    "    ax.set_xticklabels([''] + list(classes), rotation=90)\n",
    "    ax.set_yticklabels([''] + list(classes))\n",
    "\n",
    "    # Force label at every tick\n",
    "    ax.xaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "    ax.yaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "\n",
    "    # sphinx_gallery_thumbnail_number = 2\n",
    "    plt.show()\n",
    "    print('accuracy:')\n",
    "    print(*['%s:%.2f%%'%(i,100*j.item()) for i,j in zip(classes,normalized_confusion.diag())])\n",
    "    return confusion\n",
    "    \n",
    "def validate():\n",
    "    # since we're not training, we don't need to calculate the gradients for our outputs\n",
    "    with torch.no_grad():\n",
    "        confusion = show_confusion_matrix()\n",
    "        correct = confusion.diag().sum()/confusion.sum()\n",
    "\n",
    "        \n",
    "        # for data in testloader:\n",
    "        #     inputs, labels = [ i.to(device) for i in data]\n",
    "\n",
    "        #     # calculate outputs by running images through the network\n",
    "        #     outputs = net(inputs)\n",
    "        #     # the class with the highest energy is what we choose as prediction\n",
    "        #     _, predicted = torch.max(outputs.data, 1)\n",
    "        #     total += labels.size(0)\n",
    "        #     correct += (predicted == labels).sum().item()\n",
    "\n",
    "    return correct\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "bdcd8f4e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "training: 100%|██████████| 782/782 [00:45<00:00, 17.37it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "validating...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "validating: 100%|██████████| 157/157 [00:07<00:00, 20.72it/s]\n",
      "C:\\Users\\huangwei\\AppData\\Local\\Temp\\ipykernel_4288\\1073355417.py:29: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax.set_xticklabels([''] + list(classes), rotation=90)\n",
      "C:\\Users\\huangwei\\AppData\\Local\\Temp\\ipykernel_4288\\1073355417.py:30: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax.set_yticklabels([''] + list(classes))\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:\n",
      "plane:64.68% car:59.32% bird:53.52% cat:40.99% deer:50.54% dog:54.74% frog:66.05% horse:79.77% ship:70.43% truck:65.20%\n",
      "epoch:1 training loss:1.381764 Accuracy on the 10000 test images:59.93 %\n",
      " **********done training validating**********\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "training: 100%|██████████| 782/782 [00:44<00:00, 17.61it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "validating...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "validating: 100%|██████████| 157/157 [00:07<00:00, 20.98it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:\n",
      "plane:66.34% car:81.10% bird:59.28% cat:51.37% deer:63.98% dog:54.37% frog:77.02% horse:68.03% ship:80.72% truck:79.63%\n",
      "epoch:2 training loss:1.014806 Accuracy on the 10000 test images:67.98 %\n",
      " **********done training validating**********\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "training: 100%|██████████| 782/782 [00:44<00:00, 17.41it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "validating...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "validating: 100%|██████████| 157/157 [00:07<00:00, 21.42it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:\n",
      "plane:66.26% car:81.94% bird:55.40% cat:56.92% deer:67.08% dog:63.00% frog:79.44% horse:77.69% ship:80.73% truck:73.22%\n",
      "epoch:3 training loss:0.846436 Accuracy on the 10000 test images:69.91 %\n",
      " **********done training validating**********\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "training: 100%|██████████| 782/782 [00:45<00:00, 17.08it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "validating...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "validating: 100%|██████████| 157/157 [00:07<00:00, 21.25it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:\n",
      "plane:73.61% car:85.56% bird:71.15% cat:59.65% deer:63.68% dog:64.55% frog:73.06% horse:75.12% ship:83.14% truck:76.70%\n",
      "epoch:4 training loss:0.719813 Accuracy on the 10000 test images:72.84 %\n",
      " **********done training validating**********\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "training: 100%|██████████| 782/782 [00:45<00:00, 17.18it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "validating...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "validating: 100%|██████████| 157/157 [00:07<00:00, 22.03it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:\n",
      "plane:74.39% car:82.58% bird:63.80% cat:57.74% deer:66.83% dog:64.62% frog:70.93% horse:75.56% ship:86.43% truck:83.12%\n",
      "epoch:5 training loss:0.623767 Accuracy on the 10000 test images:72.79 %\n",
      " **********done training validating**********\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "training: 100%|██████████| 782/782 [00:46<00:00, 16.68it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "validating...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "validating: 100%|██████████| 157/157 [00:07<00:00, 21.52it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:\n",
      "plane:80.99% car:77.16% bird:58.03% cat:58.49% deer:69.53% dog:65.71% frog:77.50% horse:74.59% ship:86.84% truck:87.82%\n",
      "epoch:6 training loss:0.545442 Accuracy on the 10000 test images:73.25 %\n",
      " **********done training validating**********\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "training: 100%|██████████| 782/782 [00:43<00:00, 17.83it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "validating...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "validating: 100%|██████████| 157/157 [00:07<00:00, 22.23it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:\n",
      "plane:73.88% car:84.31% bird:57.29% cat:56.16% deer:72.21% dog:68.71% frog:87.20% horse:83.66% ship:69.97% truck:79.55%\n",
      "epoch:7 training loss:0.471141 Accuracy on the 10000 test images:72.37 %\n",
      " **********done training validating**********\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "training: 100%|██████████| 782/782 [00:43<00:00, 18.02it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "validating...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "validating: 100%|██████████| 157/157 [00:07<00:00, 21.87it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:\n",
      "plane:75.51% car:88.34% bird:62.88% cat:58.56% deer:71.22% dog:62.87% frog:78.79% horse:80.10% ship:86.83% truck:81.77%\n",
      "epoch:8 training loss:0.406472 Accuracy on the 10000 test images:74.48 %\n",
      " **********done training validating**********\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "training: 100%|██████████| 782/782 [00:43<00:00, 18.17it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "validating...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "validating: 100%|██████████| 157/157 [00:07<00:00, 21.64it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:\n",
      "plane:71.79% car:86.44% bird:62.31% cat:58.72% deer:71.00% dog:64.88% frog:79.14% horse:83.02% ship:85.39% truck:85.15%\n",
      "epoch:9 training loss:0.353497 Accuracy on the 10000 test images:74.68 %\n",
      " **********done training validating**********\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "training: 100%|██████████| 782/782 [00:43<00:00, 18.09it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "validating...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "validating: 100%|██████████| 157/157 [00:07<00:00, 22.32it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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Wy92av5+qdE3Si4juMJg2vYjoF0VHRqq3EdE30pEREX0kHRkR0XcGMjg5IvqFESvc2Wmls0sXEV0lHRkR0VeMUr1tlKQptle2uxwR0Zy+7MiQ9G6KJeQN3AxcCPwTsCbwIHC47T9KOhXYCngZcC9wWCvKExGrh03/DVmR9CqKBLeH7aWSNqBIfrvZtqT3Ah8FPlx+ZRawV7mw6NBYxwLHAkxlnaEfR0SHKToy+m8a2huAi2wvBbD9kKTtgQskvZjiae+euuvnDZfwyu/OBeYCzNAGHb7dSERA53dkrK7SnQ58xfb2FMvE1++W9sRqKkNEtJgRg27s1S6tSHo/Aw6RtCFAWb2dCdxffn5UC+4ZER1igEkNvdql8uqt7YWSPg1cLmmAYqe0U4GLJD1MkRS3rPq+EdF+xb63nV29bUnvre1zgHOGnP7+MNed2or7R0S7tHd7x0Z0zDi9iOh+xRaQ/dd7GxF9ylbHV287u3QR0XUGPKmhVyMk7SfpTkmLJJ08zOebSfq5pBsk3Sxp/7FiJulFRGWK9fTU0GsskiYDZwBvoZjEcJikWUMu+yfgQtuvBg4FvjpW3FRvI6JCla6cvCuwyPZiAEnfBg4Cbqu7xkBtl6SZwO/HCto1SU9rrMGUF72o8rif3Wr7ymMCrPzJSyuPudYhj1UeE0DTWjPFz0882ZK4DLRm9zar+l7HgUceqTwmAMsebU3cJhVDVhr+OW4kaUHd8dxyFlbNJsB9dcdLgDlDYpwK/FjSScA0YN+xbto1SS8iOt84594utT27yVseBpxt+wuSdgfOk7Sd7cGRvpCkFxGVqnBpqfuB+irTpjw3s6vmGGA/ANu/kjQV2Aj400hB05EREZUplpZSQ68GXAtsLWlLSWtSdFTMG3LNvcAbASS9kmJe/wOjBc2TXkRUqqrFBGyvlHQiMB+YDHyjnOZ6GrDA9jyKJeq+LulvKZoU32N71BWZkvQiojLFKivVVSBtXwJcMuTcKXXvbwP2HE/MJL2IqEwxDa2zW82aLp2kLSTdOsz5fx9mIOFw33+PpK80W46I6ATFk14jr3Zp2ZOe7fcOd17SZNutGWgVEW3XyGyLdqoq3U6RdL6k2yV9R9I6ki6TNBtA0uOSviDpJmB3SUdL+o2kaxhnfTwiOlfFvbctUVXS2wb4qu1XAo8CJwz5fBpwte0dgbuBT1Aku70o5tRFRI/o9OptVXe+z/ZV5ftvUiSzegPAd8v3c4DLbD9gezlwwUhBJR0raYGkBcsHh907KCI6SDfskVFVm97QcTFDj5+eSDte/W5oM9fcOLuhRXQ4Ayt7vfe2tFk57w3gXcCVo1x7NfB6SRtKWgM4pKIyREQH6Jfq7Z3AX0u6HVgfOHOkC23/gWJlhF8BVwG3V1SGiGi3Bqu2XV29tf1bYNthPtq77pp1h3znP4H/bPbeEdFZaouIdrLMyIiISrXzKa4RSXoRUZlxLiLaFkl6EVEZI1YOdnbvbZJeRFQqbXoR0T+c6m11Vq5kcOmD1cdtwWYwAFOPXF55zLvOrH6zIYCXnzh0Be5qrNx2s5bEXWNJC34PAD+wtPKYmtzwfhGdocmlQNKmFxF9J0kvIvqGEQPpyIiIfpKOjIjoG05HRkT0GyfpRUT/aO9iAo1I0ouISuVJbxSS9gaW2/5lO8sREdWwYWAwSW80ewOPA0l6ET2iL3tvJb0b+AjFAO2bgQuBfwLWBB4EDgfWBo4HBiQdAZxk+4pWlCciVg/Th9VbSa+iSHB72F4qaQOKn8Vuti3pvcBHbX9Y0lnA47Y/P0KsY4FjAaZqWtVFjYjK9WdHxhuAi2wvBbD9kKTtgQskvZjiae+eRgKtsjHQpA2zMVBEF3CH/5+6uuaLnA58xfb2wHHA1NV034hYzWw19GqXViS9nwGHSNoQoKzezgRqS3kcVXftY8D0FpQhItqg6L2d1NCrXSq/s+2FwKeByyXdBPwrxe5nF0m6Dqhfv+cHwJ9LulHSa6suS0SsfnZjr3ZpSe+t7XOAc4ac/v4w1/0G2KEVZYiI9ui73tuI6F+mve11jUjSi4hKdXjn7WrrvY2IfmDwoBp6NULSfpLulLRI0skjXPNOSbdJWijpW2PFzJNeRFSqquqtpMnAGcCbgCXAtZLm2b6t7pqtgX8A9rT9sKQXjhU3T3oRUakKe293BRbZXmx7OfBt4KAh17wPOMP2w8W9/aexgnbNk54xXrmyBYFb0wLhlU1uKzWMVu1a9uS3WjNUcurb7mhJXK/dmrHtmrpW5TEHH11RecwicPW/X1UY59zbjSQtqDueW87CqtkEuK/ueAkwZ0iMVwBIugqYDJxq+9LRbto1SS8iuoCBxpPeUtuzm7zjFGBrihWbNgV+IWl724+M9IVUbyOiUhVWb+8H6jd73pTnZnbVLAHm2V5h+x7gNxRJcERJehFRocZ6bhvsvb0W2FrSlpLWBA4F5g255r8pnvKQtBFFdXfxaEGT9CKiWm7wNVYYeyVwIjAfuB240PZCSadJOrC8bD7woKTbgJ8Df2f7wdHipk0vIqrjaqeh2b4EuGTIuVPq3hv4UPlqSJJeRFSrw6dkJOlFRMX6YO6tpFMZZdn3iOgjg+0uwOg65klP0pSy4TIiutX4xum1xYR7byV9TNJvJF0JbFOe20rSpZKuk3SFpG3L8y+Q9F1J15avPcvzp0o6rxxNfV4Vf6CIaK+eXERU0msoxszsVMa4HriOYhOf423fJWkO8FWKjYK+BHzR9pWSNqPoZn5lGW4WsJftp4a5z3O7obHORIoaEatbj3ZkvBa42PaTAJLmUWz2swfFsvC162qTGfcFZtWdnyFp3fL9vOESHqy6G9qMSRt0+I8yIoCOr95W2aY3CXjE9k4jfLab7afrT5ZJ8IkKyxARbaYOfzyZaJveL4C3S1pb0nTgbcCTwD2SDgFQYcfy+h8DJ9W+LGmniRc5IjqWBYMNvtpkQknP9vXABcBNwI8o5sgBHA4cU+6CtpDn1r76ADBb0s3ldJHjmyp1RHSuiqahtcqEq7e2P02x1eNQ+w1z7VLgL4c5f+pE7x8RHarDq7cdM04vInpEkl5E9I0uGJycpBcRler03tskvYioVpJeRPSTPOn1q2eeqTzk4DabVx4TYJ2/XNKSuMu+v0lL4s48dNSFcSdusMP/b62nFrWbVfEjSJteRPSNNo/Ba0SSXkRUK0kvIvqJsohoRPSVPOlFRL+Q03sbEf0mvbcR0Vf68Ukvu6NF9K9UbyOif7jze28nvBvaUCPsjraTpF+Xi4deLGn98vwu5bkbJX1O0q1VlSMi2qzDFxGtJOkN2R1tf2CX8qNzgb+3vQNwC/Dx8vx/AseV+2kMjBL3WEkLJC1Y4eqndUVEC/RD0qNudzTbjwLzgGnAerYvL685B3idpPWA6bZ/VZ7/1khBbc+1Pdv27DW01kiXRUQHqQ1bGevVLpVVbyMiukFVSW+43dGeAB6W9NrymiOBy20/AjxWbgYORbU4InpFh1dvK+m9tX29pNruaH/iud3RjgLOkrQOsBg4ujx/DPB1SYPA5cCyKsoREW3WBb23lQ1ZGWV3tN2GObew7NxA0snAgqrKERFtlnF6w3qrpH8o7/874D1tKkdEVEhkcPKwbF9AsVl4RPSaDk966b2NiOo0OFyl0adBSftJulPSorIpbKTr3iHJkmaPFTNJLyKqNdjgawySJgNnAG8BZgGHSZo1zHXTgQ8CVzdSvCS9iKhUhU96uwKLbC+2vRz4NnDQMNd9EvgM8HQjQbtnwQGDu2m3qsmTKw+p2xZXHhNgcOXKlsSd/rYnWhKXH2/UkrAD+/y++qCTqv89AMAd/P9C40XbSFL9yI25tufWHW8C3Fd3vASYU3eMpJ2Bl9r+oaS/a+Sm3ZP0IqLzjW/g8VLbY7bBjUTSJOBfGefojyS9iKhUhUNW7gdeWne8aXmuZjqwHXCZin2AXwTMk3Sg7RHH/ibpRUS1qkt61wJbS9qSItkdCrzr2dvYy4Bn2zokXQZ8ZLSEB+nIiIiKabCx11hsrwROBOYDtwMX2l4o6TRJB060fHnSi4jqVLyYgO1LgEuGnDtlhGv3biRmkl5EVEblq5M1Xb2V9AFJt0s6v4oCRUSX64OlpU4A9rW9pHZC0pSyPh4RfabTFxxo6klP0lnAy4AfSVom6TxJVwHnSdpC0s/KDYB+Kmmz8jtblZsF3SLpU5Ier+DPERGdosOf9JpKeraPB34P7AN8kWJ+3L62DwNOB84p1807H/hy+bUvAV+yvT3FCOuI6BWurve2VaoesjLP9lPl+915btOf84C96s5fVL4fcVMgGLIbGtkNLaIrdPiTXtW9t5VOtizn4c0FmKENOrylICKgx9v0xvBLntv053DgivL9r4F3lO+zKVBEr+nwJ71WJr2TgKMl3UyxE9oHy/N/A3yoPP9ysilQRE/p9H1vm67e2t6ifHvqkPO/A94wzFfuB3azbUmHAts0W4aI6BCmoQVC26kdMzJeA3xFxbIIjwB/1YYyREQLZGOgYdi+Athxdd83IlaTJL2I6Cfq5FWdSdKLiCq1uWe2EUl6EVGptOlFRF9p5xSzRnRP0pNQC3YYs1vzN+TlyyuPqTVa89c1afq6LYnrZ6r/GQAMvulPLYl74G0PVh5z3qwNK48JtG6XtYEKYuRJLyL6RpsHHjciSS8iqpWkFxH9IoOTI6LvaLCzs16SXkRUJ+P0IqLfdPqQlTGXlir3urh1dRQmInpAh6+n19InveyKFtF/Or0jo9FFRCdL+rqkhZJ+LGltSTuVu5rdLOliSesDSLpM0r9JWgB8UNIhkm6VdJOkX5TXTJb0OUnXlt8/rlV/wIhYjQzYjb3apNGktzVwhu1XUayB9w7gXODvy93ObgE+Xnf9mrZn2/4CcArwZ7Z3BA4sPz8GWGZ7F2AX4H2Sthx601U2BvLTE/jjRcTq1iu7od1j+8by/XXAVsB6ti8vz50DvK7u+gvq3l8FnC3pfUBt7sybgXdLuhG4GtiQIrGuwvbcMnnOXkNTGyxqRLRLbZxeLywXX7//4gCw3hjXP7srmu3jJc0B3gpcJ+k1FD+bk2zPH0dZI6LTtbnq2oiJbgy0DHhY0mvL4yOBy4e7UNJWtq+2fQrwAPBSYD7wfklrlNe8QtK0CZYlIjpIrzzpDeco4CxJ6wCLgaNHuO5zkrameLr7KXATcDOwBXB9uVfGA8DbmyhLRHSKzn7QGzvp2f4tsF3d8efrPt5tmOv3HnL8F8OFBf6xfEVED+n0ISuZkRER1TEw0NlZL0kvIirV6U96E+3IiIgYXoWDkyXtJ+lOSYsknTzM5x+SdFs5yeGnkjYfK2aSXkRUqqreW0mTgTOAtwCzgMMkzRpy2Q3A7HKSxHeAz44VN0kvIqrT6GIDjT3o7Qossr3Y9nLg28BBq9zO/rntJ8vDXwObjhW0a9r0NElMWrv6WRmDT7ZoY6Bnnhn7og6ICeBHH29J3JZp0WZOrdjEZ5cbq9hp5/kWzFmrJXGb3RhIgBrvyNionKNfM9f23LrjTYD76o6XAHNGiXcM8KOxbto1SS8iuoMan5Gx1PbsSu4pHQHMBl4/1rVJehFRnWrXyrufYgZXzabluVVI2hf4GPB622NWh9KmFxEVarDntrGnwWuBrSVtKWlN4FBgXv0Fkl4NfA040HZDGyLnSS8iKlXVOD3bKyWdSDFXfzLwDdsLJZ0GLLA9D/gcsC5wUTGjlXttHzhiUJL0IqJqFa6yYvsS4JIh506pe7/veGMm6UVEdTyu3tu2SNKLiGp1ds6rviND0m8lbTTM+QOHm0YSEb1FdkOvdlltT3plo+O8MS+MiO7WoysnAyBpmqQfljud3SrpL8uPTpJ0vaRbJG1bXvseSV8p358t6axy05/fSDqgyT9HRHQCA4MNvtqk2ertfsDvbe9oezvg0vL8Uts7A2cCHxnhu1tQzK17K8UKzM+bY1a/G9ryweyGFtHpRGNV23ZWb5tNercAb5L0GUmvtb2sPP+98r/XUSS34Vxoe9D2XRTLzW879IL63dDWnJTd0CK6wuBgY682aapNz/ZvJO0M7A98StJPy49qU0EGRrnH0FTf2Q0BETG2WvW2gzXbpvcS4Enb36QYGb3zOL5+iKRJkrYCXgbc2UxZIqIzdHr1ttne2+0pdjsbBFYA76dYyK8R9wLXADOA422n0S6iF3R4722z1dv5FPPi6m1R9/kCYO/y/dnA2XXX/cT28c3cPyI6Tedv9p0ZGRFRneyGNjzb72nHfSOi9drZXteIPOlFRLWS9CKibxgYTNKLiL6RjozKeNAMPlX9qJZJ682sPCbAwEOPVB5Tk1R5TKBlu4u1yqS1WrMT2GALdpu7bo/plccEmHPNsrEvmoD/2aGCIEl6EdE3DAx09j+iSXoRUSF3fM0hSS8iqpXqbUT0jfTeRkTfyZNeRPSVJL2I6Bs2DAy0uxSjang9PUnrSTqhiptK2lvS/6siVkR0GLuxV5uMZxHR9YDnJT1JeVqMiOf0UNL7F2ArSTdKulbSFZLmAbdJ2kLSrbULJX1E0qnl+5dL+km5Y9r15UrJ1F27i6Qbhp6PiG7kove2kVebjOcp7WRgO9s7Sdob+GF5fI+kLUb53vnAv9i+uNzxbBLwUgBJewCnAwfZvnfoFyUdCxwLMJV1xlHUiGgLg3t4cPI1tu8Z7QJJ04FNbF8MUFsSXhLAK4G5wJtt/36479ueW17DjEkbdnaXUEQUenga2hN171eyalW5kf0a/1Be92pg2KQXEV3Gbuv2jo0YT5veY8BIS0b8EXihpA0lrQUcAGD7MWCJpLcDSFpLUq2e+gjFRt//XFaXI6IXdHhHRsNPerYflHRV2WHxFEWiq322QtJpFLub3Q/cUffVI4GvlZ+vAA6p+94fJR0A/EjSX9m+urk/TkS0mzv8SW9c1Vvb7xrlsy8DXx7m/F3AG4acXgxcVn5+L/Cq8ZQjIjpVFhGNiH6SBQciop8YcK9MQ4uIGJPLRUQbeTVA0n6S7pS0SNLJw3y+lqQLys+vHmPMMJCkFxEV86Abeo1F0mTgDOAtwCzgMEmzhlx2DPCw7ZcDXwQ+M1bcJL2IqFZ1T3q7AotsL7a9HPg2cNCQaw4Czinffwd4o8rZDyORO7ynpUbSA8DvGrx8I2BpC4rRirjdVNZui9tNZe2UuJvbfsFEbyTp0vJ+jZgK1G9xOLechVWLdTCwn+33lsdHAnNsn1h3za3lNUvK47vLa0b883ZNR8Z4/iIkLbA9u+oytCJuN5W12+J2U1m7Me5wbO+3Ou7TjFRvI6JT3U+5OElp0/LcsNeUy9zNBB4cLWiSXkR0qmuBrSVtKWlN4FBg3pBr5gFHle8PBn7mMdrsuqZ6O05zx76kY+J2U1m7LW43lbUb47aU7ZWSTgTmA5OBb9heWE5pXWB7HvAfwHmSFgEPUSTGUXVNR0ZERBVSvY2IvpKkFxF9JUkvIvpKkl5E9JUkvYjoK0l6EdFXkvQioq/8f8qzYpTQR1AsAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:\n",
      "plane:76.72% car:89.50% bird:69.25% cat:60.73% deer:68.39% dog:67.43% frog:70.76% horse:83.67% ship:79.94% truck:80.29%\n",
      "epoch:10 training loss:0.308430 Accuracy on the 10000 test images:74.60 %\n",
      " **********done training validating**********\n"
     ]
    }
   ],
   "source": [
    "train_lossv, val_accv = [],[]\n",
    "EPOCH = 10\n",
    "loss = 0\n",
    "for epoch in range(EPOCH):  # loop over the dataset multiple times\n",
    "  net.train()\n",
    "  loss = train()\n",
    "  PATH = f'./{type(net).__name__}_checkpoints'\n",
    "  if not os.path.exists(PATH):\n",
    "    os.mkdir(PATH)\n",
    "  torch.save(net.state_dict(), os.path.join(PATH,f'cifar_net_epoch{epoch}.pth'))\n",
    "  print('validating...')\n",
    "  net.eval()\n",
    "  accuracy = validate()\n",
    "  print(\n",
    "    'epoch:%d training loss:%f Accuracy on the 10000 test images:%.2f %%\\n'%(epoch+1,loss,100 * accuracy),\n",
    "    '*'*10+'done training validating'+'*'*10\n",
    "  )\n",
    "  train_lossv.append(loss)\n",
    "  val_accv.append(accuracy)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b61e14a",
   "metadata": {},
   "source": [
    "show the lines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "909e084f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'validation accuracy')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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aIZAZ3gggR1XzVLUKeBeYcso6CnRwX8cA1lgWJMO7d+KvD13EY1f2Y8WOMi57ZhmvrsjjhN1nz5izFkjgJQH5dd4XuJ/V9Thwm4gU4Dyn9sHTDSQi00UkS0SyysrKzqFcf4oMD2PGJeks+fEljOoZxy8/2Mrk51eyIb/C69KMaVGCddLiFuANVU0GrgLeFJF/GVtVZ6lqpqpmJiQkBGnT/pHSKZrX7sjk5duGse9wFVNfXMnPF2zmoD0tzZiABBJ4hUBKnffJ7md13Q3MAVDV1UAUEB+MAs0/ExEmDezKxw9fwp1j0nj7811MeHoZf9lYZLedMqYBgQTeF0BvEekhIq1wTkosPGWd3cAEABG5ACfwbJ+1CbVrHcF/XjuA9x+4iMQOUTw4ez13/P4Ldu21x0QacyYNBp6qngBmAouArThnY7NF5BciMtld7WHgXhHZCMwG7lSbbpwXg5JjWPDAWB6/tj/rdu3nit8s5/m/76DqhJ3UMOZU4lUuZWZmalZWlifbDlXFB47xi79m8+GXxfTq3I5fXTeQkT3jvC7LmPNKRNaqaubpltmVFiEkMSaKF787nN/feSHHqmu4adYaHpm7kX321DRjAAu8kDS+X2eW/PgS7huXzp/XFzLh6aXMzcq3kxrG9yzwQlSbVuE8OqkfHzz0b/RMaMcj8zZx06w15JTa4yKNf1nghbi+ie2Z+4PRPHn9ILYVV3Llcyt4atE2e4iQ8SULPB8ICxNuHpHKJw9fwrWDu/H8pzlMfHY5y7Zb55DxFws8H4lv15pnbhrKO/eMJFyEO17/B9NeXs2nX5Xa8T3jC9aW4lPHT9Qw+/PdvLJiJ4UVR+mX2J77xqVz9aCuRITb/wdNy1VfW4oFns9V19SycEMRLy3LJaf0EKmdopl+cU9uGJ5MVGS41+UZc9Ys8EyDamuVj7eW8OLSXDbkVxDfrjV3X9SD20al0j4q0uvyjAmYBZ4JmKqyJm8fLy7NYcWOctpHRXD7qO7cNbYHCe1be12eMQ2ywDPnZHPhAV5amsuHm/fQKjyMaZkpTL+4Jymdor0uzZgzssAzjZJXdohZy/N4b10BtQrXDu7KjHHp9Evs0PCXjTnPLPBMUBQfOMZrn+Xx9ue7OVJVw4R+nblvXDqZaZ28Ls2Yb1jgmaCqOFLFH1fv4vcrd7L/SDUj0jpx3/h0xvVJQES8Ls/4nAWeaRJHqk7wpy/yeWV5HkUHjnFB1w7cNy6dqwYmWi+f8YwFnmlSVSdqWbixiJfr9PL94JKefGeY9fKZ888Cz5wXtbXKEreXb2N+BQntnV6+7460Xj5z/ljgmfNKVVmdt5eXluZ+08v3vdFOL198O+vlM03LAs94ZlNBBS8vy+Vvm4tpFR7G1YO6cmNmCqN6drITHKZJNDrwRGQS8BwQDryqqk+eZp1pOA/kVmCjqt5a35gWeP6SV3aI1z7bycINRVQeP0H3uGhuHJ7Md4Yn0zWmjdflmRDSqMATkXBgO3A5UIDz2MZbVHVLnXV64zyX9lJV3S8inVW1tL5xLfD86WhVDX/bvIc5WfmsydtHmMDFfRKYlpnChAs60zrCTnKYxqkv8CIC+P4IIEdV89zB3gWmAFvqrHMv8IKq7gdoKOyMf7VpFc71w5K5flgyu/YeZt7aAuatLeD+t9fRMTqSqRnJTLsw2a7iME0ikBneDcAkVb3HfX87MFJVZ9ZZZwHOLHAszm7v46r60WnGmg5MB0hNTR2+a9euIP0M05LV1CordpQxN6uAxVuKqa5RBifHcGNmCpOHdCOmjZ3hNYFr7C5tIIH3V6AamAYkA8uBQapacaZxbZfWnM6+w1UsWF/InKx8viqupHVEGFcOTGRaZgqjesYRFmYnOkz9GrtLWwik1Hmf7H5WVwHwuapWAztFZDvQG+d4nzEB69S2Fd+/qAd3jU1jc+FB5mTls2BDIQs2FJHSqQ03Dk/hO8OTSYq1Ex3m7AUyw4vA2V2dgBN0XwC3qmp2nXUm4ZzIuENE4oH1wFBV3XumcW2GZwJ1rLqGRdnFzMnKZ2XOXkTg33onMC0zmcv7d7ETHeafNGqGp6onRGQmsAjn+NzrqpotIr8AslR1obvsChHZAtQAj9QXdsacjajIcKYMTWLK0CTy9x1h7toC5mXlM/Od9cRGR3Ld0CSmZabQv5ud6DD1s8Zj0yLV1CqrcsuZk1XAos3FVNXUMjCpA9MyU5gyJImYaDvR4Vd2pYUJaRVHqnh/QxFzsvLJLjpIq4gwJg1wTnSMSbcTHX5jgWd8Y3PhAeZm5bNgQxEHjlbTLSaKKRlJXJ+RRO8u7b0uz5wHFnjGd45V17BkSwnz1xWwfEc5NbXKoKQYpmYkMXloN7uJQQizwDO+VlZ5nL9sLGL++gI2Fx4kPEy4uHc8U4clc0X/LnbPvhBjgWeMa0dJJfPXF7JgfSF7DhyjfesIrhyUyNSMZEb26GTH+0KABZ4xp6itVdbs3Mv8dYX87cs9HK6qISm2DddldGNqRjK9OrfzukRzjizwjKnH0aoaFm8p5s/rC1nhHu8bnOwc77t2iB3va2ks8IwJUFnlcRZuLGL+ugKyi5zjfeP6JDB1WBKXXWDH+1oCCzxjzsH2kkrmryvk/Q3fHu+7alBXpg5LYkSaHe9rrizwjGmEmlplTZ5zvO+jzd8e75uakcTUYUmkJ9jxvubEAs+YIDlSdcLt7ytkxY4yahWG1DneF2fH+zxngWdMEyg9eMw93lfIlj0HiQgTLuodz8QBiVzev4ud7PCIBZ4xTWxbcSXz1xfwty+L2b3vCGECmd07ccWALkwckEhKp2ivS/QNCzxjzhNVZeueShZlF7Mou5iviisB6N+1AxMHJDJpYCJ9urSzR1Q2IQs8Yzyya+9hFmeX8FF2Met270cV0uKimTggkSsGJJKREmtne4PMAs+YZqC08hhLtpSwKLuE1bnlVNcondu35vL+zm7vqJ5xtIoI87rMFs8Cz5hm5sDRapZuK+WjzcUs3VbG0eoa2kdFcNkFXZg4oAsX90kgulUgj5wxp7LAM6YZO1Zdw4od5SzKLubjrSVUHKmmdUQYF/dJYOKARC67oDOx0a28LrPFaOxTy04+pOc5nGdavKqqT55hve8A84ALVdXSzJgAREWGc3n/Llzevwsnamr5x9f7WJxdwqLsYpZsKSE8TBjZoxOTBiZyRf9EEmOivC65xQrkqWXhOE8tuxzncYxf4DyhbMsp67UHPgBaATMbCjyb4RlTP1VlU8GBb8745pYdBmBISiwT3XYXu8rjXzX2QdyjgcdVdaL7/icAqvrrU9Z7FlgCPAL8Lws8Y4Irp/TQN+G3qeAAAD3j2zK2Vzxj0uMYnR5nu740fpc2Cciv874AGHnKBoYBKar6gYg8cs6VGmPOqFfndvTq3IsHxveiqOIoi7OLWbq9jPfWFfDmml2IOP1+Y3vFMzo9jhFpnWjb2k581NXovw0RCQOeAe4MYN3pwHSA1NTUxm7aGN/qFtuGO8f24M6xPaiuqWVjfgWrcveyMqecN1Z+zazleUSECUNTYhnjzgAzUmN9/9DyRu/SikgMkAsccr+SCOwDJte3W2u7tMY0jaNVNWTt2seq3L2syt3LlwUV1CpERYZxYVonxqQ7ATgwKYbwEGx6buwxvAickxYTgEKckxa3qmr2GdZfih3DM6bZOHC0mn/s3MfKnHJW5+5lW4lzuVv7qAhG9YxjTHocY3vF07tzaFzy1qhjeKp6QkRmAotw2lJeV9VsEfkFkKWqC4NbrjEmmGLaRH7T9gLOXZ1X5+1ldW45K3P2smRLCQDx7VozJv3bAAzFGx5Y47ExPpe/7wirc/eyKreclbl7Kas8DkByxzaMTY9nTC/nDHDn9i2j/8+utDDGBERVyS07xMocJwBX5+7l4LETAPTu3I7R6XEM796RYakdSe7YplnuAlvgGWPOSU2tsqXo4Dezv6yv93GkqgZwdoEzUmPJSI1lWGpHBifHNIvrfy3wjDFBcaKmlm0llazfXcG63fvZsLuCvHLnCpDwMKFfYnuGpXb8JgS7x0Wf91mgBZ4xpsnsP1zFhnwnANft3s/G/AMcOu7sBndq24qMlDqzwJRY2jVxM3Sjbx5gjDFn0rFtK8b368z4fp0BZzd4R6k7C9y1n/X5FXzyVSkAYQJ9urQnI7Ujw1JjyUjtSM/4tuftJqg2wzPGNLkDR6rZUPBtAK7fvZ9K92RITJtIhqY4M8Bh3WMZkhJLh6jIc96WzfCMMZ6KiY7kkj4JXNInAYDaWuds8Mljget3V/DsJ9tRBRHnjHBGihOA4/t1DlpLjM3wjDHNwsFj1WzKP+AGoDMTrDhSzdv3jGRsr/iAx7EZnjGm2esQFclFveO5qLcTbqrKzvLDdIttE7RtWOAZY5olEaFnkG9wao9IMsb4hgWeMcY3LPCMMb5hgWeM8Q0LPGOMb3jWhyciZcAuTzYeuHig3OsimlCo/z4I/d8Y6r8Pzv43dlfVhNMt8CzwWgIRyTpTA2MoCPXfB6H/G0P990Fwf6Pt0hpjfMMCzxjjGxZ49ZvldQFNLNR/H4T+bwz13wdB/I12DM8Y4xs2wzPG+IYF3mmISIqIfCoiW0QkW0R+6HVNTUFEwkVkvYj81etagk1EYkVknoh8JSJbRWS01zUFm4j82P33c7OIzBaRlvEcxTMQkddFpFRENtf5rJOILBGRHe4/OzZmGxZ4p3cCeFhV+wOjgAdEpL/HNTWFHwJbvS6iiTwHfKSq/YAhhNjvFJEk4CEgU1UHAuHAzd5W1WhvAJNO+ewx4BNV7Q184r4/ZxZ4p6Gqe1R1nfu6Euc/liRvqwouEUkGrgZe9bqWYBORGOBi4DUAVa1S1QpPi2oaEUAbEYkAooEij+tpFFVdDuw75eMpwB/c138ArmvMNizwGiAiaUAG8LnHpQTbs8B/ALUe19EUegBlwO/dXfZXRaSt10UFk6oWAk8Bu4E9wAFVXextVU2ii6rucV8XA10aM5gFXj1EpB3wHvAjVT3odT3BIiLXAKWqutbrWppIBDAMeElVM4DDNHJXqLlxj2VNwQn3bkBbEbnN26qaljotJY1qK7HAOwMRicQJu7dVdb7X9QTZWGCyiHwNvAtcKiJveVtSUBUABap6clY+DycAQ8llwE5VLVPVamA+MMbjmppCiYh0BXD/WdqYwSzwTkOcR6W/BmxV1We8rifYVPUnqpqsqmk4B7r/rqohMztQ1WIgX0T6uh9NALZ4WFJT2A2MEpFo99/XCYTYiRnXQuAO9/UdwPuNGcwC7/TGArfjzHw2uH+u8rooc1YeBN4WkU3AUOAJb8sJLnf2Og9YB3yJ899yi77qQkRmA6uBviJSICJ3A08Cl4vIDpxZ7ZON2oZdaWGM8Qub4RljfMMCzxjjGxZ4xhjfsMAzxviGBZ4xxjcs8IwxvmGBZ4zxDQs8Y4xv/H8gSR4kx3CJZwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,3))\n",
    "plt.plot(np.arange(1,EPOCH+1), train_lossv)\n",
    "plt.title('validation loss')\n",
    "\n",
    "plt.figure(figsize=(5,3))\n",
    "plt.plot(np.arange(1,EPOCH+1), val_accv)\n",
    "plt.title('validation accuracy')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0b89af0",
   "metadata": {},
   "source": [
    "## 5. Test the network on the test data\n",
    "We have trained the network for 2 passes over the training dataset. But we need to check if the network has learnt anything at all.\n",
    "\n",
    "We will check this by predicting the class label that the neural network outputs, and checking it against the ground-truth. If the prediction is correct, we add the sample to the list of correct predictions.\n",
    "\n",
    "Okay, first step. Let us display an image from the test set to get familiar."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "4c60ea6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GroundTruth:  cat   ship  ship  plane\n"
     ]
    }
   ],
   "source": [
    "dataiter = iter(testloader)\n",
    "images, labels = inputs, labels = [ i.to(device) for i in dataiter.next()]\n",
    "\n",
    "\n",
    "\n",
    "# print images\n",
    "imshow(torchvision.utils.make_grid(images.cpu() if torch.cuda.is_available() else images))\n",
    "print('GroundTruth: ', ' '.join(f'{classes[labels[j]]:5s}' for j in range(4)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "169fd5bf",
   "metadata": {},
   "source": [
    "Next, let’s load back in our saved model (note: saving and re-loading the model wasn’t necessary here, we only did it to illustrate how to do so):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "060fcabe",
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: 'cifar_net_epoch9.pth'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32me:\\DEEPLEARNING\\improved-conv-net\\justdoit\\cifar10_experiment_SKNet.ipynb Cell 24'\u001b[0m in \u001b[0;36m<cell line: 13>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      <a href='vscode-notebook-cell:/e%3A/DEEPLEARNING/improved-conv-net/justdoit/cifar10_experiment_SKNet.ipynb#ch0000023?line=0'>1</a>\u001b[0m net \u001b[39m=\u001b[39m net \u001b[39m=\u001b[39m SKNet(\n\u001b[0;32m      <a href='vscode-notebook-cell:/e%3A/DEEPLEARNING/improved-conv-net/justdoit/cifar10_experiment_SKNet.ipynb#ch0000023?line=1'>2</a>\u001b[0m     \u001b[39m10\u001b[39m,\n\u001b[0;32m      <a href='vscode-notebook-cell:/e%3A/DEEPLEARNING/improved-conv-net/justdoit/cifar10_experiment_SKNet.ipynb#ch0000023?line=2'>3</a>\u001b[0m     (\u001b[39m2\u001b[39m,\u001b[39m2\u001b[39m,\u001b[39m2\u001b[39m,\u001b[39m2\u001b[39m),\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m     <a href='vscode-notebook-cell:/e%3A/DEEPLEARNING/improved-conv-net/justdoit/cifar10_experiment_SKNet.ipynb#ch0000023?line=9'>10</a>\u001b[0m     ),\n\u001b[0;32m     <a href='vscode-notebook-cell:/e%3A/DEEPLEARNING/improved-conv-net/justdoit/cifar10_experiment_SKNet.ipynb#ch0000023?line=10'>11</a>\u001b[0m )\n\u001b[0;32m     <a href='vscode-notebook-cell:/e%3A/DEEPLEARNING/improved-conv-net/justdoit/cifar10_experiment_SKNet.ipynb#ch0000023?line=11'>12</a>\u001b[0m net \u001b[39m=\u001b[39m net\u001b[39m.\u001b[39mto(device)\n\u001b[1;32m---> <a href='vscode-notebook-cell:/e%3A/DEEPLEARNING/improved-conv-net/justdoit/cifar10_experiment_SKNet.ipynb#ch0000023?line=12'>13</a>\u001b[0m net\u001b[39m.\u001b[39mload_state_dict(torch\u001b[39m.\u001b[39;49mload(os\u001b[39m.\u001b[39;49mlistdir(PATH)[\u001b[39m-\u001b[39;49m\u001b[39m1\u001b[39;49m]))\n",
      "File \u001b[1;32me:\\python\\lib\\site-packages\\torch\\serialization.py:699\u001b[0m, in \u001b[0;36mload\u001b[1;34m(f, map_location, pickle_module, **pickle_load_args)\u001b[0m\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=695'>696</a>\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39m'\u001b[39m\u001b[39mencoding\u001b[39m\u001b[39m'\u001b[39m \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m pickle_load_args\u001b[39m.\u001b[39mkeys():\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=696'>697</a>\u001b[0m     pickle_load_args[\u001b[39m'\u001b[39m\u001b[39mencoding\u001b[39m\u001b[39m'\u001b[39m] \u001b[39m=\u001b[39m \u001b[39m'\u001b[39m\u001b[39mutf-8\u001b[39m\u001b[39m'\u001b[39m\n\u001b[1;32m--> <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=698'>699</a>\u001b[0m \u001b[39mwith\u001b[39;00m _open_file_like(f, \u001b[39m'\u001b[39;49m\u001b[39mrb\u001b[39;49m\u001b[39m'\u001b[39;49m) \u001b[39mas\u001b[39;00m opened_file:\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=699'>700</a>\u001b[0m     \u001b[39mif\u001b[39;00m _is_zipfile(opened_file):\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=700'>701</a>\u001b[0m         \u001b[39m# The zipfile reader is going to advance the current file position.\u001b[39;00m\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=701'>702</a>\u001b[0m         \u001b[39m# If we want to actually tail call to torch.jit.load, we need to\u001b[39;00m\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=702'>703</a>\u001b[0m         \u001b[39m# reset back to the original position.\u001b[39;00m\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=703'>704</a>\u001b[0m         orig_position \u001b[39m=\u001b[39m opened_file\u001b[39m.\u001b[39mtell()\n",
      "File \u001b[1;32me:\\python\\lib\\site-packages\\torch\\serialization.py:231\u001b[0m, in \u001b[0;36m_open_file_like\u001b[1;34m(name_or_buffer, mode)\u001b[0m\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=228'>229</a>\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_open_file_like\u001b[39m(name_or_buffer, mode):\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=229'>230</a>\u001b[0m     \u001b[39mif\u001b[39;00m _is_path(name_or_buffer):\n\u001b[1;32m--> <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=230'>231</a>\u001b[0m         \u001b[39mreturn\u001b[39;00m _open_file(name_or_buffer, mode)\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=231'>232</a>\u001b[0m     \u001b[39melse\u001b[39;00m:\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=232'>233</a>\u001b[0m         \u001b[39mif\u001b[39;00m \u001b[39m'\u001b[39m\u001b[39mw\u001b[39m\u001b[39m'\u001b[39m \u001b[39min\u001b[39;00m mode:\n",
      "File \u001b[1;32me:\\python\\lib\\site-packages\\torch\\serialization.py:212\u001b[0m, in \u001b[0;36m_open_file.__init__\u001b[1;34m(self, name, mode)\u001b[0m\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=210'>211</a>\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m__init__\u001b[39m(\u001b[39mself\u001b[39m, name, mode):\n\u001b[1;32m--> <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=211'>212</a>\u001b[0m     \u001b[39msuper\u001b[39m(_open_file, \u001b[39mself\u001b[39m)\u001b[39m.\u001b[39m\u001b[39m__init__\u001b[39m(\u001b[39mopen\u001b[39;49m(name, mode))\n",
      "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'cifar_net_epoch9.pth'"
     ]
    }
   ],
   "source": [
    "net = net = SKNet(\n",
    "    10,\n",
    "    (2,2,2,2),\n",
    "    (2, 32, 16),\n",
    "    (\n",
    "        (64,128),\n",
    "        (128,256),\n",
    "        (256,512),\n",
    "        (512,1024),\n",
    "    ),\n",
    ")\n",
    "net = net.to(device)\n",
    "net.load_state_dict(torch.load(os.listdir(PATH)[-1]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90659075",
   "metadata": {},
   "source": [
    "Okay, now let us see what the neural network thinks these examples above are:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "df77dd20",
   "metadata": {},
   "outputs": [],
   "source": [
    "outputs = net(images)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59deedfc",
   "metadata": {},
   "source": [
    "The outputs are energies for the 10 classes. The higher the energy for a class, the more the network thinks that the image is of the particular class. So, let’s get the index of the highest energy:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f8c2a278",
   "metadata": {},
   "outputs": [],
   "source": [
    "_, predicted = torch.max(outputs, 1)\n",
    "\n",
    "print('Predicted: ', ' '.join(f'{classes[predicted[j]]:5s}'\n",
    "                              for j in range(4)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ffc709f",
   "metadata": {},
   "source": [
    "The results seem pretty good.\n",
    "\n",
    "Let us look at how the network performs on the whole dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b3b0257",
   "metadata": {},
   "source": [
    "That looks way better than chance, which is 10% accuracy (randomly picking a class out of 10 classes). Seems like the network learnt something.\n",
    "\n",
    "Hmmm, what are the classes that performed well, and the classes that did not perform well:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4acc743a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# prepare to count predictions for each class\n",
    "correct_pred = {classname: 0 for classname in classes}\n",
    "total_pred = {classname: 0 for classname in classes}\n",
    "\n",
    "# again no gradients needed\n",
    "with torch.no_grad():\n",
    "    for data in testloader:\n",
    "        inputs, labels = [ i.to(device) for i in data]\n",
    "        outputs = net(inputs)\n",
    "        _, predictions = torch.max(outputs, 1)\n",
    "        # collect the correct predictions for each class\n",
    "        for label, prediction in zip(labels, predictions):\n",
    "            if label == prediction:\n",
    "                correct_pred[classes[label]] += 1\n",
    "            total_pred[classes[label]] += 1\n",
    "\n",
    "\n",
    "# print accuracy for each class\n",
    "for classname, correct_count in correct_pred.items():\n",
    "    accuracy = 100 * float(correct_count) / total_pred[classname]\n",
    "    print(f'Accuracy for class: {classname:5s} is {accuracy:.1f} %')"
   ]
  }
 ],
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